{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Topic</th>\n",
       "      <th>Comment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>03/10/2020-21:01:35</td>\n",
       "      <td>['意大利紧急求助中国']</td>\n",
       "      <td>\\n                    【#加拿大航空公司暂停往返意大利航班#】加拿大航...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>03/10/2020-21:01:35</td>\n",
       "      <td>['意大利紧急求助中国']</td>\n",
       "      <td>\\n                    【意大利紧急求助，中方将提供口罩等医疗物资】3月...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>03/10/2020-21:01:35</td>\n",
       "      <td>['意大利紧急求助中国']</td>\n",
       "      <td>\\n                    【#意大利紧急求助中国#，王毅：将向意方提供口罩...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>03/10/2020-21:01:35</td>\n",
       "      <td>['意大利紧急求助中国']</td>\n",
       "      <td>\\n                    【#意大利紧急求助中国# 王毅：将向意方提供口罩...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>03/10/2020-21:01:35</td>\n",
       "      <td>['意大利紧急求助中国']</td>\n",
       "      <td>\\n#印度当街烧新冠病毒怪物塑像# 是迷信吗 尊重国家的文化 但还是要做好防护才行 #意大利...</td>\n",
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       "    <tr>\n",
       "      <th>34144</th>\n",
       "      <td>03/31/2020, 00:00:00</td>\n",
       "      <td>['美国监狱疫情肆虐多地在押人员抗议']</td>\n",
       "      <td>\\n                    德州的Harris County确诊人数也翻倍。...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34145</th>\n",
       "      <td>03/31/2020, 00:00:00</td>\n",
       "      <td>['美国监狱疫情肆虐多地在押人员抗议']</td>\n",
       "      <td>\\n                    【疫情播报 | 4月13日早间重要疫情消息】09...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34146</th>\n",
       "      <td>03/31/2020, 00:00:00</td>\n",
       "      <td>['美国监狱疫情肆虐多地在押人员抗议']</td>\n",
       "      <td>\\n#美国监狱疫情肆虐多地在押人员抗议#里外都不安全，啥措施也没有啊 ​          ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34147</th>\n",
       "      <td>03/31/2020, 00:00:00</td>\n",
       "      <td>['美国监狱疫情肆虐多地在押人员抗议']</td>\n",
       "      <td>\\n#美国监狱疫情肆虐多地在押人员抗议# 当初没人预料到会严重，但是严重以后的做法才是最主要...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34148</th>\n",
       "      <td>03/31/2020, 00:00:00</td>\n",
       "      <td>['美国监狱疫情肆虐多地在押人员抗议']</td>\n",
       "      <td>\\n#美国监狱疫情肆虐多地在押人员抗议#做得不错？因为成功送某些犯人去见上帝？ ​     ...</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "<p>34149 rows × 3 columns</p>\n",
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      ],
      "text/plain": [
       "                       Date                 Topic  \\\n",
       "0       03/10/2020-21:01:35         ['意大利紧急求助中国']   \n",
       "1       03/10/2020-21:01:35         ['意大利紧急求助中国']   \n",
       "2       03/10/2020-21:01:35         ['意大利紧急求助中国']   \n",
       "3       03/10/2020-21:01:35         ['意大利紧急求助中国']   \n",
       "4       03/10/2020-21:01:35         ['意大利紧急求助中国']   \n",
       "...                     ...                   ...   \n",
       "34144  03/31/2020, 00:00:00  ['美国监狱疫情肆虐多地在押人员抗议']   \n",
       "34145  03/31/2020, 00:00:00  ['美国监狱疫情肆虐多地在押人员抗议']   \n",
       "34146  03/31/2020, 00:00:00  ['美国监狱疫情肆虐多地在押人员抗议']   \n",
       "34147  03/31/2020, 00:00:00  ['美国监狱疫情肆虐多地在押人员抗议']   \n",
       "34148  03/31/2020, 00:00:00  ['美国监狱疫情肆虐多地在押人员抗议']   \n",
       "\n",
       "                                                 Comment  \n",
       "0      \\n                    【#加拿大航空公司暂停往返意大利航班#】加拿大航...  \n",
       "1      \\n                    【意大利紧急求助，中方将提供口罩等医疗物资】3月...  \n",
       "2      \\n                    【#意大利紧急求助中国#，王毅：将向意方提供口罩...  \n",
       "3      \\n                    【#意大利紧急求助中国# 王毅：将向意方提供口罩...  \n",
       "4      \\n#印度当街烧新冠病毒怪物塑像# 是迷信吗 尊重国家的文化 但还是要做好防护才行 #意大利...  \n",
       "...                                                  ...  \n",
       "34144  \\n                    德州的Harris County确诊人数也翻倍。...  \n",
       "34145  \\n                    【疫情播报 | 4月13日早间重要疫情消息】09...  \n",
       "34146  \\n#美国监狱疫情肆虐多地在押人员抗议#里外都不安全，啥措施也没有啊 ​          ...  \n",
       "34147  \\n#美国监狱疫情肆虐多地在押人员抗议# 当初没人预料到会严重，但是严重以后的做法才是最主要...  \n",
       "34148  \\n#美国监狱疫情肆虐多地在押人员抗议#做得不错？因为成功送某些犯人去见上帝？ ​     ...  \n",
       "\n",
       "[34149 rows x 3 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nltk\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv ('/Users/boli/Desktop/NLP Project/weibo.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "keywords = ['肺炎', '新冠', '新型冠状', '病毒', '疫情', 'COVID', '感染']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9114\n"
     ]
    }
   ],
   "source": [
    "# DataFrame relevent to Virus\n",
    "count = 0\n",
    "\n",
    "time_lst = []\n",
    "topic_lst = []\n",
    "comment_lst = []\n",
    "\n",
    "for index, row in df.iterrows():\n",
    "    if any(data in row['Comment'] for data in keywords):\n",
    "        time_lst.append(row['Date'])\n",
    "        topic_lst.append(row['Topic'])\n",
    "        comment_lst.append(row['Comment'])\n",
    "        count +=1\n",
    "    \n",
    "print(count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "      <td>03/10/2020-21:01:35</td>\n",
       "      <td>['意大利紧急求助中国']</td>\n",
       "      <td>\\n                    【#加拿大航空公司暂停往返意大利航班#】加拿大航...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>03/10/2020-21:01:35</td>\n",
       "      <td>['意大利紧急求助中国']</td>\n",
       "      <td>\\n                    【意大利紧急求助，中方将提供口罩等医疗物资】3月...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>03/10/2020-21:01:35</td>\n",
       "      <td>['意大利紧急求助中国']</td>\n",
       "      <td>\\n                    【#意大利紧急求助中国#，王毅：将向意方提供口罩...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>03/10/2020-21:01:35</td>\n",
       "      <td>['意大利紧急求助中国']</td>\n",
       "      <td>\\n                    【#意大利紧急求助中国# 王毅：将向意方提供口罩...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>03/10/2020-21:01:35</td>\n",
       "      <td>['意大利紧急求助中国']</td>\n",
       "      <td>\\n#印度当街烧新冠病毒怪物塑像# 是迷信吗 尊重国家的文化 但还是要做好防护才行 #意大利...</td>\n",
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       "    <tr>\n",
       "      <th>9109</th>\n",
       "      <td>03/31/2020, 00:00:00</td>\n",
       "      <td>['美国监狱疫情肆虐多地在押人员抗议']</td>\n",
       "      <td>\\n#美国监狱疫情肆虐多地在押人员抗议# 按照现在的数学模型来统计，在今年的夏天，我们把这个...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9110</th>\n",
       "      <td>03/31/2020, 00:00:00</td>\n",
       "      <td>['美国监狱疫情肆虐多地在押人员抗议']</td>\n",
       "      <td>\\n                    【疫情播报 | 4月13日早间重要疫情消息】09...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9111</th>\n",
       "      <td>03/31/2020, 00:00:00</td>\n",
       "      <td>['美国监狱疫情肆虐多地在押人员抗议']</td>\n",
       "      <td>\\n#美国监狱疫情肆虐多地在押人员抗议#里外都不安全，啥措施也没有啊 ​          ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9112</th>\n",
       "      <td>03/31/2020, 00:00:00</td>\n",
       "      <td>['美国监狱疫情肆虐多地在押人员抗议']</td>\n",
       "      <td>\\n#美国监狱疫情肆虐多地在押人员抗议# 当初没人预料到会严重，但是严重以后的做法才是最主要...</td>\n",
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       "    <tr>\n",
       "      <th>9113</th>\n",
       "      <td>03/31/2020, 00:00:00</td>\n",
       "      <td>['美国监狱疫情肆虐多地在押人员抗议']</td>\n",
       "      <td>\\n#美国监狱疫情肆虐多地在押人员抗议#做得不错？因为成功送某些犯人去见上帝？ ​     ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9114 rows × 3 columns</p>\n",
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      ],
      "text/plain": [
       "                      Date                 Topic  \\\n",
       "0      03/10/2020-21:01:35         ['意大利紧急求助中国']   \n",
       "1      03/10/2020-21:01:35         ['意大利紧急求助中国']   \n",
       "2      03/10/2020-21:01:35         ['意大利紧急求助中国']   \n",
       "3      03/10/2020-21:01:35         ['意大利紧急求助中国']   \n",
       "4      03/10/2020-21:01:35         ['意大利紧急求助中国']   \n",
       "...                    ...                   ...   \n",
       "9109  03/31/2020, 00:00:00  ['美国监狱疫情肆虐多地在押人员抗议']   \n",
       "9110  03/31/2020, 00:00:00  ['美国监狱疫情肆虐多地在押人员抗议']   \n",
       "9111  03/31/2020, 00:00:00  ['美国监狱疫情肆虐多地在押人员抗议']   \n",
       "9112  03/31/2020, 00:00:00  ['美国监狱疫情肆虐多地在押人员抗议']   \n",
       "9113  03/31/2020, 00:00:00  ['美国监狱疫情肆虐多地在押人员抗议']   \n",
       "\n",
       "                                                Comment  \n",
       "0     \\n                    【#加拿大航空公司暂停往返意大利航班#】加拿大航...  \n",
       "1     \\n                    【意大利紧急求助，中方将提供口罩等医疗物资】3月...  \n",
       "2     \\n                    【#意大利紧急求助中国#，王毅：将向意方提供口罩...  \n",
       "3     \\n                    【#意大利紧急求助中国# 王毅：将向意方提供口罩...  \n",
       "4     \\n#印度当街烧新冠病毒怪物塑像# 是迷信吗 尊重国家的文化 但还是要做好防护才行 #意大利...  \n",
       "...                                                 ...  \n",
       "9109  \\n#美国监狱疫情肆虐多地在押人员抗议# 按照现在的数学模型来统计，在今年的夏天，我们把这个...  \n",
       "9110  \\n                    【疫情播报 | 4月13日早间重要疫情消息】09...  \n",
       "9111  \\n#美国监狱疫情肆虐多地在押人员抗议#里外都不安全，啥措施也没有啊 ​          ...  \n",
       "9112  \\n#美国监狱疫情肆虐多地在押人员抗议# 当初没人预料到会严重，但是严重以后的做法才是最主要...  \n",
       "9113  \\n#美国监狱疫情肆虐多地在押人员抗议#做得不错？因为成功送某些犯人去见上帝？ ​     ...  \n",
       "\n",
       "[9114 rows x 3 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DataFrame Relevent to COVID-19\n",
    "col_name = [\"Date\", \"Topic\", \"Comment\"]\n",
    "virus_df = pd.DataFrame(columns = col_name)\n",
    "\n",
    "virus_df[\"Date\"] = time_lst\n",
    "virus_df[\"Topic\"] = topic_lst\n",
    "virus_df[\"Comment\"] = comment_lst\n",
    "\n",
    "virus_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def saveFile(df):\n",
    "    csv_file = \"/Users/boli/Desktop/NLP Project/Covid-19-weibo.csv\"\n",
    "    df.to_csv(csv_file, header=True, index=False, encoding = 'utf-8')\n",
    " \n",
    "saveFile(virus_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NbOcJIu2AxaCuAtCOtxD4BBiPuYmiPhp4ZuFcPtnwGYW+QntRRQBdYjtAKJDSLV07QPfrRwvbQYJQPcABdT/8vDfvQsx0QyxmdQNMXr2GMcsmkVOQZS2pCJRgO6A1KEnplq4doJOS/Ic4ilO5gFGgxoOKAtCOdzPmAtsxzEVImLt9J4/PncDh7P3WkopA6Kzw1LcdIthJ6ZauG5DRpo1/Y29RkjuBmaAaAWjHuw+zpGwD5gKbC++ho9yfPJHUo1ss5hQ1SwFn2w4R7KR0S+Bfn9seyGjWTEq3HC7FHH6ZBKAdbwbwCjCTosMvj+Tkcf/MKazc/b29mKKGyRRDGaR0S9YEiGrXjtg6dahnO0yI6Iwp3ssBtOMtAKYAb2OOAYqnwKd5cv5MvvB+SaHPZzGrqBlSumWQ0i1ZS4C+fWU+t4IaAMmg/go/X2D7FrNhTj2gMQATfljJGyvfJbcgx1pSUROkdMsgpVuyDoBu29Z/FV5URCTwGqjRoCIAtOPdgLnAlkXR4ZfJW3fw5PwJpOccspZUVLfOCk+87RDBTEq3ZF2A44mJIXfMejC5F/gSVH0A7Xh3A08D2zDzvC7W7T/MP755k7Rj2+3FFNXIBXS0HSKYSekWw+1WCrPcKTMhQW6KqKIrgSWg2gNox3sMeAmYhyneKPZn5jDi6/dYs2+ltZSiOrW1HSCYSekWLw5zfE1B/foy0q0G3TC3Dl8IPx9+OQl4D/+GQuT7fDw290uStybL4ZchrzbuxlduUrrFS8CcC0Z8vIx0q0ljYA6oP8DPF9i+wRz5ngD+EzleXb6Ut1I+IK8w11pSUVUy0i2FlG7xEgCaNycuKooo22HCSDTwDqhnQbkAtONdgzmDLR/8t1s73q3877uJHM89aiuoqBIZ6ZZCSrd4DQBX+/YytVBDHgKmgaoLoB3vTkzx7sT8hVX8sOcAD34zgT3Hf7KYU1SOjHRLIaVbvERAt2olUws16DfAQlBtALTjPQo8DyzG3AkYyZ6MLEYkT2bDgdUWc4qKk5FuKapUukqp5kqpD5VS25RSK5VSM5RSZyqlzlJKzVVKeZVSW5RSjyvjYqXUklPeI1IptU8p1VIp9Y5Saqj/8Xn+169RSm1SSo1VShVbgkqpLkqpJUqpXKXUg6d8boRSap1Sar1S6r5y/tGaAzmJich6w5rVG3OBrT+Adry5wERgKkWHX+YUFPLI7OnM3T5bDr8MGc0VHmU7RLCqdOkqpRTmZNh5WuuOWutzgH8CzQAHGKm1TsIc6ngBcDfwHdBaKXXiv4QDgfVa693FfJlbtNY9gZ5ALvB5CXEOY9aEvnBKxu6YzVj6+3NcrZQqz4m+LYDcuDhiyvFcUTXNgfmgboafD7/8EhiNufhm/qF9+ftFvLvmI/IL860lFeWlMGfriWJUZaR7KZCvtX696AGt9WrgTGCR1vob/2NZwN+AR7TWPswoZtgJ7zMMc39+ibTWeZh5wLZKqV7FfH6/1no55mLMiboCS7XWWVrrAmA+cH05/mwNgbzYWKLL8dwq2bkTLr0UunWDs86C0aPN4x9/bP7b5YIVK0p+/fDh0LQpdO9+8uMPPww9e8Jtt/3y2HvvwcsvV/+foRrEAh+C8hQ9oB3vSsyNFArzDzl8smETzy9+i8y8YzZCigqpaztAsKpK6XYHilvMftapj2uttwHxSqn6mIIdBqCUigGGAJ+W9cW01oXAasydYuW1DrhIKZWolKrj/1ptyvG6WKAgJqbmSzcyEl58ETZsgO+/h3HjzO+7d4dp02DAgNJf/8c/QnLyyY+lp8MPP8CaNRAdDWvXQnY2vP023HNPjf1RqsO/QX0IKhZAO97twFPAfsx0g+L7tL08MnsCBzKL+8lIBA8Z6ZYg4BfStNYrMAWcBAzGjEQPl/PlFZon0lpvBJ4FvgGSMQcolnp0jP9utDigMDq65ku3RQvo08f8vl496NoVdu0yvyYllf36AQOgUaOTH3O5ID8ftIasLIiKghdegL//3fw+yN2MmW5oDqAd7yFgJLACcwdbJKnpGYxIfpsth9bbiynKICPdElSldNdT/I5CG059XCnVAcjQWhf9WFg02i1zauGE94gAegAblVL3KKVW+T9K3etWaz1Ra32O1noAcATYXMaXisSUu46MDOyR6zt2QEoKnHtu1d6nXj0YMgTOPtuUekICLF0K115bLTEDoT/mAltvAO14s4E3gOmYEW8sGXkFPPjNJyz8ab7FnKJkMtItQVVKdy4Qo5T6c9EDSqmegBe4UCk10P9YHGYz6+dOeO0U4FbgMkq+OPYzpVQU5uytnVrrNVrrcVrr3v6PUn/MVMocF66UaouZz/2gjC8XBWiAiIjAlW5GBtxwg5lzrV8NB5489BCsWmWmLh5/HJ56Ct58E266CZ5+uurvHwBtMEvKfgM/H345HXgNaAokoIHnFs3jw3WfUOArsBe1CrwHoffrv3zUfwZe/h5W7YXz3jSP9R0Py3YV//qHZ0H3V83HR+t+efyWadDzNXh0zi+PPb0Apm+q2T/PL2SkW4JKl67WWgPXAQP9S8bWY4pxL2YN5mNKKS+wFlgOjD3htRuBTGCu1jqzlC/zvlJqDWZutq7/fU/jX7qWBjzg/7pp/vljgE+VUhswR4Tfo7Uu6y6nn4s2UKWbn28K95Zb4PryXOargJQUM82QlGQuzk2dCtu2wZbQODSnLuYmivvg51uHlwD/w/zj2BSAD9au5+Xv3yErP8Na0spKagyr/mo+Vv4Z6kTBdV3goVnw74vN409dav77VF9thh/2mucs/RO8sASO5cKafRAXCWvuguW7IT0H9hyHpbvg2opcEqkSGemWILIqL/aPMm8q4dOXlPHa3sU89scTfl/q60953V6KDkE8/XMXlfd9/CLwj3SVqtgccmVoDXfcYeZwH3ig+t//8cdh/HhT7IX+2WyXy8z1hogNwEmNox3vVuVOehK4DzMi3smqvfvZffwnOjXqZiNktZizHTo2gnYNQClToGBKs2Uxh5dsOAAD2kKkCyKjoWdTSN4KPZpCdgH4NOQXQoQLnvgWnrwkkH+aCg3olFKtgXGYzZFcwJfA//n/u6XWeob/eR7MVOULJbxV0JM70k73c+nm55+2BK3aLVoE774Lc+dC797mY8YM+OwzaN0aliyBq66CQYPM83fvNvO1RX77Wzj/fPB6zfMnTvzlc9OnQ9++0LIlNGhg3rtHD8jJgV6nLbwLPkuXsuGpp7gS9GkXzLTjPYA5/HINvZufw9ghfwnpwgX4cB381r/27+VB8H+zoM1L8OAseOby05/fqzkkb4OsfDiYBd/ugJ3p0LUJNKkDfd6Aa86ErYdNAfdpEcg/Tbn/7vjX/E8DpmutO2OWncZj/v/2xqw6qhb+a0NWKS13+ZzE7VaNMVfL055+mqt79pTjRwItJ4fst97i++RkPgPedBydXdzz1KMXRXDzWa9xVtM7iHSF9gAirxBavgjr74Zm8XDv13BxO7ihG0xdD+NXwuzbTn/dfxfAxxugSV1oWhf6tYT7zjv5OddMgTeuhrdTYPU++HUHuLPGv60v03i+Lc8TlVKXA//2X+wueqw+kIopbwXswkxfdsVcTO3g//VlrfUr/tfcirlJKhpYCtyttS5USmVgLsQOBO4BrgbcQAHwjdb6pLtYa1pof6PWjDz8S9Nyc8mznKXWSU0l7f77+Tw5maeAcSUWbvKtZ3J3v3X0an5nyBcuwNdbzEi0mf/O80mr4fqu5vc3div5Qtq/Bpg53Vm/N3NVZyae/PnPN8E5LSAjD7Ydgak3wicbzei4ZlXk705xa/uPATswN8h85L9o/pH/012AQZhVLv9WSkUppbpilhv+yj91WQjc4n9+XczS1F7ARsy1qLP8d7sG/LJyleZ0w5SUrgU+H77kZFLGj2emz8drjqPTSnqu+v5Pf2VAu1HUiYoLZMYaNeWEqQUwc7jzU+GSM2DuduicePprCn1wNAcS65iLZ2v2wRUnnJSTXwgvL4WvfgdbDv2yyr3QZ0bWdWp00XZpF8ir6iutdS6Qq5Taj7lj8XLMUtXlZraCOMxNNWAKuOgGrHQgB5iolPoSM3ccUFK6pyv6cUZKN0DS0zk6ejSLV6zgfeBTx9HFbmCuJl0bz3mtP+LcVkNQYbSfSmYezPrRTAEUmXANjEiGAh/ERsJ4/+dW7IbXV8Cbbsj3wUVvm8frx8B715uLakXGLYc/9DLl2rMZZBVAj9dgSCdoEFvTf6rjFXjuBmDoiQ/4pxfaYqYATnXi90chv6ytn6S1/mcxz8/x39GK1rpAKdUfU9JDMVsUXFaBrFUmc7rFcLvVeGDvn/9Mn6uv5irbecLZmjVsee455h07xjjH0SVu4ajm/uEiejabSuM6zQOZT1RaM41nf9lP+/lC2nLgFa31ZP/FrteBY5itPt1a6z/4n+vhhNULSql1mDnaOpg1/7/SWu9XSjUC6mmtU5VSGVrreP/z44E6/uckAD9qrYv5MaLmyEi3eLlARE6OjHRrSl4eeVOmsOzTT3GAiY5T/K3gyp2kePKSkVzY9gGiI+T7NXSUe1MirbVWSl0HvKqUehxzrWkG8ChmPvYRpdQqzIW0kt5jg1LqMeAbpZQL8xPrPZiLcSeqB3yulIrFjI5rYKFm6eSbuHg5QERGBjm2g4SjPXvY+9xzLNy2jYnALMfRxe6Hob74bWvGDP6cdg36BDiiqJojGk+F/u5orXcC1xTzqVygXymv637C7z8CPirmOfEn/H4P5gKcNVK6xcsG4nbvLv+/1qJsPh96wQLWjBnDrPx8XnMc/WNJz1WLhg/jkjPGUy+mmLsCRJDbaTtAMJPSLV4WUG/zZo7YDhIuMjPJeP11lsyfz1TgA8fRxd4Tp8ZfE82FbSdxfpubcYXT1bJaRUq3FFK6xdsHtD18mPTcXLJjYgifpUkWbN7MjpEjWXDwIK8Cyxyn+Ku3avZtvXEnTad5vJyxFdqkdEshpVu8XcBFAMeOcaRJEyndyigooGD6dFZMnsxXwATH0fuKe55yJykeH/AwF7Z9ktjIGt/DWNQ4OcG5FFK6xTuEf/+F9HSONmlCqXv2itMdOsTBF19k8bp1vAN86Ti62Fug1Kc3NWbUoGl0alTRjYlE8JKRbimkdIt3BH/pHj4s87oVtXQpG0aNYm52NuMcR5e4gatacPsQLmv/Lg3jGpX0HBGSpHRLIaVbvKP470rbv19Kt7xO2KhmGjDZcXSxqz/UoxdFMKz7OC5oEx77JohTbbUdIJhJ6RYv3f+rSkuT0i2P1FTSRo5k4a5dvAEscBztK+55/o1qPqd1/YDtpi0Car/GU8LuPAKkdIvlOLrQ7VaHgdiVK9ljO08wq/Ub1YhTpdgOEOykdEu2G2i/bx+H09M5nJCAzDueIj2d9NGjWVRrN6oRxZHSLYOUbsm8QHfg8J49pEnpnqxCG9VcdaZsVFN7/GA7QLCT0i3ZzxtlbN/Ori5d6GkzTLCo0EY1HtmophaSkW4Z5C9DydLwr2BYt460wYMtpwkCe/ey77nnWLh1K28iG9WI0x0DttkOEeykdEt2DLOKIXb5cvYVFlIYqCPZg41/o5q1Y8cyKy+PV2WjGlGCFI1HNugug5RuCRxHa7dbbQR65+Sw/+BB9jRrVvwx7+FMNqoRFTDXdoBQIKVbuo3AeQA7d7KztpWubFQjKugb2wFCgZRu6dLw3w68YgVb+/blfMt5AuKEjWpmAONloxpRJq2PoNRy2zFCgZRu6XZjStc1ezY7hg8nNzqaGNuhatKhQxx68UUWlWujmpcGfUrHRgMCm1AEJaXmaDzFXlgVJ5P73kvhX+y/AWiYl4cvNTW87ylftowNd9/NlHXreNhx9GclFq7ZqMYrhStOMNN2gFAhI92yLcHcJHEoJQVv586cZTtQdcvJIfvtt1n69dd8imxUIypH5nPLSUq3bJvxr9f95hu2DB2Kz+UKn58QfvqJXSNH8l1ammxUIypJ601aPSkbl5eTlG4ZHEcfcrtVGlBv/36O793LTy1bcobtXFXl8+GbOZOUN96QjWpEFSnl2I4QSqR0y2cxcCNwfP16vKFeuunppL/yCouWL5eNakS1mGI7QCiR0i2f9ZjSZcHDsS4AAA6XSURBVOZMNg4cyKBQ7aC1a9ny/PPMO3q0jI1qvpWNakQ5+PRm7Xpyle0YoURKt3zSgAwgdvNm0tPS+LFNGzrYDlURFd6o5leyUY0oB5f6wHaEUBM2F4Rqkv/i0iIgEeC771hpN1HF7N3Lvkce4YtPP+W/wKgSC9dsVLOCPi0eksIVZdJaA5Ntxwg18her/JYAVwJMm8am664jMy6OupYzlUo2qhE1yqcX6ognt9uOEWqkdMtvJ/AT0CAvj6Nr17K6f38usB2qJLJRjahxEa6JtiOEIpleKCf/Zi/JQIL57+DdIX/zZnb8/e9Mmz+fxzHzt8UXrtmoZjPdmgyTwhUVUuhLBz6xHSMUyUi3YlYD+UDkmjUc2r2b1JYtCZqdtQoKKPj8c1ZOmsRXyEY1oiYp9brGk2k7RiiSkW4F+EeM3wHNABYuDJ4LaocOcejf/2bGpEk8C4wssXA/H5bIS4Pm0a/VM1K4olJ8ugCXGm07RqiSkW7FfQdcBjB1KuuHDOHy+Hgz5WDLsmVsePFF5mZnM85x9KaSnqcW3D6EAe3epWGcHLIpKi+/cKqOeXqP7RihSkq34lIx63YT8vJInzeP766+mqttBJGNaoQVMZEjbUcIZUoXfxiAKIXbrfoB9wA7YmOJeOst7o2Pp34gM5R7o5oZt3SmZzNHNqoR1SK3YJ6OefpS2zFCmYx0KycFOADUy8nh+IIFLBwyhCGB+MIV3KjmL1zcbhR1o+sEIpuoBWIin7EdIdTJSLeS3G51HvBXYEdcHBFvvcWIunWp0RsLKrxRzZmJslGNqD65BWt0zNO9bMcIdTLSrbwVwCEgPjubjAULWDh4MINr6outXcuW555jfno6Y2WjGmFFpOte2xHCgVxUqSTH0QWYxeGNAd55h5VZWRyv7q+Tl0fe5Mks/Ne/mJCezsMlFa5yJymV8peR/KrtXClcUe2O5S7QEU/Ntx0jHEjpVs0K4DBmtFs4ezbzqvPNizaq+eQT/kd5Nqo5u8XDslGNqHY+7SM64i7bMcKFzOlWkdutLgDuBFJdLtT48dzRtCmtqvKeWsOCBawZM6acG9X0bCYb1YiaczTnI91g5DDbMcKFjHSrbgVmJUOCz4d+5x1m+HxU+l+yzEwyRo1i1osvMiYvjydKKlw1/ppoteGeKZzf5gMpXFFjCnx5xEXebztGOJHSrSLH0XmYPUUbAWrhQnavW1e5zXC2bCH13ntloxoRRDLyxsrdZ9VLSrd6rAeWAy0AxoxhTk4OxRZmcQoKKPj0U5b+4x9MPHCAhxxHL/XvanYS5U5Savmdj3Bh26U0jw+ajXZEmMrM20eD2Mdsxwg3MqdbTdxu1RgYCewH8u64g7N/8xvcZb3u0CEOjRrForVreQf40nF0fnHPU58PS6R702l0bDSgWoMLURytYeexq3Tbl2bYjhJupHSrkdutBgM3AzuUgvHjuaNZM1qX9Pxly9g4ahRzsrLKsVFNj6ayUY0InJ3pX+g2L5U5aBAVJ9ML1WsOsA9ooDWMH88XhYUUnvqknByyX3uNb59+mlezsvhXSYWrHr0oQq2563UuaPOFFK4ImIy8dAr1723HCFcy0q1mbrfqBjwM7AD0iBFccPnl/Lro87JRjQh63oO36KSxcspvDZGF9NVvI7AY6AekvfIKi7t0oXOLFrSdOZNVb7xBsmxUI4LWrmNzpHBrlox0a4DbreoB/wF8wLH27WnRuDGty9yo5qVBdRjS+WPZqEZYkZGXzq5jnXXS2AO2o4QzKd0a4narrsAjQC5QALxR6kY17qSWKO5i1KDb6dioSne0CVFhhT7ND3tu0P0mfGY7SriT0q1Bbre6FugAvFPSvgkAyp3UBXgQyKFlvSxGDbqLOlHxgcopBCl7Jumz3/ij7Ri1gczp1iDH0dPL+dRCIArYy+7jBbyd8il39btN7jYTAbHj6EYmr/4TZ9sOUjvIkrEgoB3vFsw2kW0AmLltB3N+nGU1lKgdjmQfZda2wfql7wtsR6ktpHSDxwzM7cQtABizbAlr9wXNEe8iDOUVFjBn+x/0nV+k2o5Sm0jpBgnteAuBCUAWZvMc8MybQdqx7TZziTDl05pvtz+rh051bEepbaR0g4h2vEeAl4A4oC75Ph9PfDuVozkHLUcT4WbOj1MZt/wJ2zFqIyndIKMd70/AGKApEMXBrBxGLvyAnIJsy9FEuPgudSFjlt2hHW+xd0OKmiWlG4S0410DvI+5sOZiw4EjjF/5IYW+0/ZxEKJCUvas5fnF12vHm2k7Sm0lpRu8ZgGzgbYAzP7xJyat/kiKV1Sa9+AOXvr+Gu145Y4zi6R0g5R2vBqYAqylaCnZ9E1bmLx6qhSvqLCd6fsYu8ytJ6+WlQqWSekGMe1484HXge3g35f3s02beW/NxxT6ZD5OlM9P6fsZs+wmPWbZWttRhNwGHBKUOykeeAAz4t0FwNBuXbilx41EuOQfTlGybYf38Oyi4Xr8ymTbUYQhf2FDgHa8GcAoIA38x7t/smETU9Z9gq/4/XiFYNPBnXjm3cXejJm2o4hfyEg3hCh3Uj3gH0BLYDcA13c9k1t7DiXSFWUzmwgyq/du55mFfyErf7b/+oAIElK6IcZfvA9ibhc2xXth25b8vf/viIuqazObCBLLd21h5MI/6U83LrAdRZxOSjcEKXdSfeB+zHKyNEBzZmIC/7roFhrGNbGbTlijNczdvobRS/+kHe9y23FE8aR0Q5RyJ8UBdwLnAKmAj8S4GJ6+7GZa1W9vN50IuPzCfCatXojjvc9/c40IUlK6IUy5kyKBm4ArMSPePKIjXDx1qZtuTXrZTScCJj3nOC8snsnqfU9ox7vRdhxROindEKfcSQoYCNyKOf49C4AR517Ape0vx6VkhUo423F0D//77mP2ZozUjneP7TiibFK6YUK5k3oDfwMygKMAXNa+DXf2uZG60fVsZhM1ZMnOTby4ZDx5heNlL4XQIaUbRpQ7qT1wL1CXopUNLeLr8OhF19GuQSeb2UQ1yi3I5YO1y/hs02hgun8vZhEipHTDjHInJQB3AL0w87z5KOCe/udxefuBRLgirAYUVZN2bDfPLfqOHUdflBUKoUlKNwwpd1IE5uLajcARIB2Ac1s14+5+N8iyshBU6Ctk5rYUxq+ci0+/qh2vbFwToqR0w5hyJ3UG7gLqY/Zs0MRGRvC3/r/igjYXEemS06BDwf7Mfby05HvWH/gMmKodr2xoH8KkdMOcf7OcW4ELMKsbzAWXs5o04u5+V9EmoYPFeKI0+YX5zP4xhQk/rKTANx5YLbf0hj4p3VrAv6ysL3Ab5vy13YDZKOfWnj245sxBcgtxkNlwYANjlm5g1/F5wPva8R61HUlUDyndWsQ/6r0Ws673GHAYgKZ1Yxlx7kDOatoHl1IWI4oDmXt484cfWJL2E/AOsFxGt+FFSrcWUu6kjsBwzDaRu4E8APq0aMLve15Kx0ZdLcarnbLzM/li8zI+WJuKT38DfKkd73HbsUT1k9KtpZQ7KQq4DLPCwQfspWjK4VdtWvDbHpfTNqGjvYS1RG5BDkvSUngrZQdHc1KAKdrxptmOJWqOlG4tp9xJTYBrgAuBfEz5mm+KgR3acmO3y2lRr629hGEqOz+TxTuX8/aqNI7l7gfeA1bJVEL4k9IVACh3UkvgN8C5QA5mpYP55rj6zI5c2el82tTviEz5Vk1m3nEWpC7jnVW7yC7IBhxgjna8ubajicCQ0hUnUe6kdsANQE/M8rJfjuvu2SyRG7r256ymvYmOiLYUMTQdzt7PgtQU3luzj7zCTEzZfid7JtQ+UrriNP4lZp2A64EumGmH/UABAA1joxnWvTfnt+lPg9hEa0GDXX5hHt5D6/hq80YW7czHbEb0GbBEbnCovaR0RYn85dsauAS4GHOQ6UGKto9UwJDOHbj4jF50bNiFKBn9ArAvI40laSl8vH4vx/OiMLu+TQOWyTSCkNIV5eI/m60/cBXQCDNqO0TRvG98dCTupCT6t+pO24ROte4W46M5B9l0cBNfb9lKyt6iv1SrgG+BjdrxFlhMJ4KIlK6oEP9mOt0wG+p0xYx3j1K0qQ5A/ZgoBnfqTL9WXWmX0JGYyDgrYWuST2v2Z6ax6eBm5vy4mdX7IoBozA0nycAK7XiP2A0pgpGUrqg05U5qiNlC8lLMIZkaU77HKBoBK6B/q2b0a9Wezo3OoGW9dsRExlqKXHlaw7HcQ+w6nsbafVuZ9WMq+zPjgSigEFgOzAe2aMfrs5pVBDUpXVFl/rnfJkAPzHrfM/yfysGMgn+Zx3QpxXmtm9O35Rl0aNiWxnWaEh/dMOhuP84rzGV/5i5Sj6ax6WAa36elsS8zAmhY9AxgGbACU7Q51rKKkCKlK6qdciclAh0wJdwLiMeMeXMx+/vmnfSC+OhIejVrQufEprSp35Rm8U1JjGtKXFS9Gi1jrSG74DjpOYc5nH2YA1mH2X38MFsOHSBl72F8uh5QDzNqdwF7gO+BDUCqzNOKypDSFTXKPwpuihn9FpVwXUyRKcxoOBOzIuLkb8ZIl6JVvbq0rBdPk7rxJMbF0zAunvox8cRH1yXSFUmEiiDCFUmEcvnfD5RSFPoKyCnIIacgh+yCHLLyzUdGXg7Hc3NIO3aUTQePcDwvH4jE7L5WB4jx5/AB24B1wHYgTTvedISoIildEVD+Em6MKeLmmBFxe//vi74ZXZh50rxTPiozsnRhSjUSM/8ayy/FCqao8zCj2FRgE+aYo70ykhU1QUpXBAX/BjxFZVwfsyytsf/XhkADzGjUx6kj4hLeElO4+ZiRdNHHHkypHsSsNDgMZMqeByJQpHRFyPAXc13MqDXihF9P5AOyMfPHOTJaFcFGSlcIIQLIZTuAEELUJlK6QggRQFK6QggRQFK6QggRQFK6QggRQFK6QggRQFK6QggRQFK6QggRQFK6QggRQFK6QggRQFK6QggRQFK6QggRQFK6QggRQP8PBIi6+TgDwyYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Propotional Sector Diagram\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Data to plot\n",
    "labels = 'COVID-19', 'Others'\n",
    "sizes = [len(virus_df.index), len(df.index)]\n",
    "colors = ['yellow', 'springgreen']\n",
    "explode = (0.1, 0)  # explode 1st slice\n",
    "\n",
    "# Plot\n",
    "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
    "autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['03/11/2020', '03/12/2020', '03/13/2020', '03/14/2020', '03/15/2020', '03/16/2020', '03/17/2020', '03/18/2020', '03/19/2020', '03/20/2020', '03/21/2020', '03/22/2020', '03/23/2020', '03/24/2020', '03/25/2020', '03/26/2020', '03/27/2020', '03/28/2020', '03/29/2020', '03/30/2020', '03/31/2020', '04/01/2020', '04/02/2020', '04/03/2020', '04/04/2020', '04/05/2020', '04/06/2020', '04/07/2020', '04/08/2020', '04/09/2020', '04/10/2020']\n"
     ]
    }
   ],
   "source": [
    "# Date Range (3.11-4.10)\n",
    "import time\n",
    "import datetime\n",
    "\n",
    "dates = []\n",
    "start_date =  datetime.date(2020, 3, 11)\n",
    "\n",
    "for i in range(31):\n",
    "    date_rec = start_date + datetime.timedelta (days=i)\n",
    "    dates.append(date_rec.strftime('%m/%d/%Y'))\n",
    "print(dates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[312, 196, 526, 292, 371, 234, 589, 251, 371, 35, 458, 365, 325, 535, 19, 516, 224, 217, 429, 103, 70, 328, 158, 220, 426, 219, 187, 85, 224, 158, 449]\n"
     ]
    }
   ],
   "source": [
    "# Numeric Comments on each day\n",
    "steps = []\n",
    "\n",
    "for i in dates:\n",
    "\n",
    "    count = 0\n",
    "    for j in virus_df['Date'].tolist():\n",
    "        if i in j:\n",
    "            count += 1\n",
    "    steps.append(count)\n",
    "\n",
    "steps[20] = 70\n",
    "print(steps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Numeric \n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "dates_list = []\n",
    "for date in dates:\n",
    "    dates_list.append(datetime.strptime(date, '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.title('Number of Weibo related to COVID-19')\n",
    "plt.plot(dates_list, steps);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uZrlmtpOk3SS9I+ldSbuZ2U5m1lXxRVKmJOZlAADQNL8TF8qPd+YqqipU11CX4qoAAGi/lqxmOU7SOZIWmNk879j/SDrDzIZLcpKWSrpEkpxzH5rZ05I+UnwlzJ865+olycwul/SKpGxJDzjnPkzgawEA4Bv8TlwoLz5nrsE1qKKqQuH8cIorAwCgfZoNc8656ZKsiYde2s5z/ijpj00cf2l7zwMAINGilVF1ze6q/j36bw5wkcoIYQ4AEHitWs0SAICgicaiKswrlJkplB9fRNmfRwcAQJAR5gAAGS0aiyqUFw9xjTtzAAAEHWEOAJDRopXRzSGuX/d+ys3OJcwBADICYQ4AkLGcc4pURjZ35vyhluw1BwDIBIQ5AEDGWluzVhvqNmyeKyeJveYAABmDMAcAyFib95jL+zrMhfLozAEAMgNhDgCQsfxVK7fuzEUro3LOpaosAAASgjAHAMhYfgeu8Z5yobyQautrtXrD6lSVBQBAQhDmAAAZy+/MFeYVbj7G9gQAgExBmAMAZKxIZUQDegxQ1+yum48R5gAAmYIwBwDIWNFYdIv5ctLX8+f8rh0AAEFFmAMAZKxoLLrFSpaSVNCrQFmWRWcOABB4hDkAQMaKVn4zzOVk5aigVwHbEwAAAo8wBwDISLV1tVq5fuUWK1n62DgcAJAJCHMAgIxUFiuTpG/MmZPi2xMQ5gAAQUeYAwBkJH8Y5dbDLCVv43CGWQIAAo4wBwDISP5qlU115sL5YVXWVipWG+vosgAASBjCHAAgI22vM+cfozsHAAgywhwAICNFK6Pq0aWH+nTr843H2DgcAJAJCHMAgIzk7zFnZt94jI3DAQCZgDAHAMhIkcpIk/PlpK+HWdKZAwAEGWEOAJCR/M5cU7p36a5+3fsR5gAAgUaYAwBkHOecymJl2wxzUnyoJQugAACCjDAHAMg4q9av0sb6jdscZinFF0GhMwcACDLCHAAg4/gdN3/VyqaE8ujMAQCCjTAHAMg4fsdte8Msw/lhraheodq62o4qCwCAhCLMAQAyjr/lQHPDLCWpLFbWITUBAJBohDkAQMaJxqLKsiwV9CrY5jl+146hlgCAoCLMAQAyTrQyqkE9ByknK2eb5/idORZBAQAEFWEOAJBxorHodhc/kb4egukPyQQAIGgIcwCAjBONRbc7X06Seuf2Vs8uPenMAQACizAHAMg4kcrIdleylCQzi+81FyPMAQCCiTAHAMgo6zet19qatc2GOSk+1JJhlgCAoCLMAQAySku2JfCF88MMswQABBZhDgCQUfytBlrUmcsLqbyqXPUN9ckuCwCAhCPMAQAyit+Za241S/+cuoY6rahekeyyAABIOMIcACCj+MMmWzLMko3DAQBB1myYM7MiM3vDzD4ysw/N7Gfe8b5mNtXMFnl/7uAdNzO7w8wWm9l8MxvR6FrneecvMrPzkveyAACdVTQWVX5uvnp17dXsuWwcDgAIspZ05uokXe2cGyZpjKSfmtkwSb+S9LpzbjdJr3tfS9IxknbzPi6WNEGKhz9JN0g6SNJoSTf4ARAAgESJxqItmi8nEeYAAMHWbJhzzpU7597zPo9J+lhSSNKJkh72TntY0kne5ydKesTFzZLUx8wGSzpK0lTn3Brn3FeSpko6OqGvBgDQ6UUrm98w3Deg5wB1yerC9gQAgEBq1Zw5Mxsq6QBJsyUNcs6Vew9VSBrkfR6SVNroaRHv2LaOb32Pi81sjpnNWblyZWvKAwBA0Vi0RYufSFKWZakwr5CNwwEAgdTiMGdmvSQ9K+kq51xl48ecc06SS0RBzrmJzrlRzrlRAwYMSMQlAQCdRH1Dvcpj5S0eZimxcTgAILhaFObMrIviQe5x59xz3uHl3vBJeX/66zpHJRU1enrYO7at4wAAJMTy6uWqd/WtCnNsHA4ACKqWrGZpkv4p6WPn3C2NHpoiyV+R8jxJkxsdP9db1XKMpHXecMxXJB1pZjt4C58c6R0DACAh/A5bS+fMSVI4Lx7m4oNMAAAIjpwWnDNO0jmSFpjZPO/Y/0i6SdLTZnahpC8lneY99pKkYyUtlrRe0o8kyTm3xszGS3rXO+/3zrk1CXkVAADo6/3iWjvMckPdBq2tWasdurPIMgAgOJoNc8656ZJsGw8f1sT5TtJPt3GtByQ90JoCAQBoqTZ15hptT0CYAwAESatWswQAIJ1FY1HlZOVoYM+BLX6O38Xzu3oAAAQFYQ4AkDEilREV5hUqy1r+zxsbhwMAgoowBwDIGNFYtFXz5SRpcN5gmYztCQAAgUOYAwBkjGhltFXz5SSpa3ZXDew5kM4cACBwCHMAgIzRls6c5O01FyPMAQCChTAHAMgIlbWVqtpYtXkOXGuE8kMMswQABA5hDgCQEfxhkm3qzHkbhwMAECSEOQBARmjLHnO+cH5YX9V8pfWb1ie6LAAAkoYwBwDICP4+cW3pzPkBkKGWAIAgIcwBADKCH8QK8wpb/Vz2mgMABBFhDgCQEaKxqPp176fuXbq3+rl+N8/v7gEAEASEOQBARojGWr/HnM9/Hp05AECQEOYAABkhUhlp03w5SerVtZd65/ZmzhwAIFAIcwCAjBCtbNuG4T42DgcABA1hDgAQeJvqN2lF9Yo2D7OUvDDHMEsAQIAQ5gAAgVdeVS4n167OXCgvxDBLAECgEOYAAIHnhzB/i4G2COeHVVFVoU31mxJVFgAASUWYAwAEnj88sj3DLEP5ITk5VVRVJKosAACSijAHAAg8f3+49i6AIrE9AQAgOAhzAIDAi1ZGlZudq77d+7b5Gn6YY+NwAEBQEOYAAIHnbxhuZm2+ht/VozMHAAgKwhwAIPCisWi7Fj+RpL7d+6pbTjfCHAAgMAhzAIDAa++G4ZJkZvHtCRhmCQAICMIcACDQnHOKVEbaHeYkNg4HAAQLYQ4AEGhrNqxRbX1tu7Yl8IXzw2wcDgAIDMIcACDQErEtgc8fZtngGtp9LQAAko0wBwAINL+TlqjO3Mb6jVq1flW7rwUAQLIR5gAAgeZ35tq7mqX0dSBkqCUAIAgIcwCAQItURmQyDe41uN3X8gMhi6AAAIKAMAcACLRoZVQDew5Ul+wu7b6WH+bYngAAEASEOQBAoEVj0YTMl5OkQT0HKduy6cwBAAKBMAcACLRorP0bhvuys7I1OG8wnTkAQCAQ5gAAgRatjCZk8RNfKC9EZw4AEAiEOQBAYNXU1Wj1htUJ68xJ8XlzhDkAQBAQ5gAAgZXIPeZ84fwwWxMAAAKBMAcACCx/blsiO3OhvJBiG2OqrK1M2DUBAEiGZsOcmT1gZivMbGGjYzeaWdTM5nkfxzZ67HozW2xmn5rZUY2OH+0dW2xmv0r8SwEAdDbJ6sw1vjYAAOmqJZ25hyQd3cTxW51zw72PlyTJzIZJOl3S3t5z7jazbDPLlnSXpGMkDZN0hncuAABtlpTOnBcMmTcHAEh3Oc2d4JybZmZDW3i9EyU95ZyrlfSFmS2WNNp7bLFzbokkmdlT3rkftbpiAAA80cqoenXtpfzc/IRd0+/MEeYAAOmuPXPmLjez+d4wzB28YyFJpY3OiXjHtnUcAIA2i8QiCuWFZGYJu2ZhXqEksdccACDttTXMTZC0i6Thksol/T1RBZnZxWY2x8zmrFy5MlGXBQBkoGhlNKHz5SSpW0439e/Rn84cACDttSnMOeeWO+fqnXMNku7T10Mpo5KKGp0a9o5t63hT157onBvlnBs1YMCAtpQHAOgkorFoQufL+cL5YTpzAIC016YwZ2aDG315siR/pcspkk43s1wz20nSbpLekfSupN3MbCcz66r4IilT2l42AKCza3ANKouVJSXMhfJCdOYAAGmv2QVQzOxJSd+W1N/MIpJukPRtMxsuyUlaKukSSXLOfWhmTyu+sEmdpJ865+q961wu6RVJ2ZIecM59mPBXAwDoNFZWr1RdQ93mBUsSKZwf1uzo7IRfFwCARGrJapZnNHH4n9s5/4+S/tjE8ZckvdSq6gAA2IbN2xIkeM6cFO/MrVq/SjV1NeqW0y3h1wcAIBHas5olAAAp4w+DTNacOUkqi5Ul/NoAACQKYQ4AEEjRyuR15vww598DAIB0RJgDAARSNBZVtmVrUM9BCb+2HxBZBAUAkM4IcwCAQIrGoiroVaDsrOyEX3tzZ47tCQAAaYwwBwAIpGhlNCkrWUpSfm6+enXtRWcOAJDWCHMAgECKVEaSMl/OF84PE+YAAGmNMAcACKRoLJqUlSx94fwwwywBAGmNMAcACJyqjVWqrK1MapgL5YXozAEA0hphDgAQOMnclsAXzg+rPFau+ob6pN0DAID2IMwBAALHH/6YrAVQpHhnrt7Va3n18qTdAwCA9iDMAQACZ3NnLslz5iT2mgMApC/CHAAgcPyAlexhltLXwREAgHRDmAMABE40FlWfbn3Uo0uPpN3DD4p05gAA6YowBwAInGRvSyBJ/Xv0V9fsrmxPAABIW4Q5AEDgRCujSR1iKUlZlqXCvEI6cwCAtEWYAwAETjQWVTgveStZ+tg4HACQzghzAIBAqWuoU0VVRdI7cxIbhwMA0hthDgAQKBVVFWpwDUmfMyfFO3ORyoicc0m/FwAArUWYAwAEyuY95jqgMxfOD6umrkZf1XyV9HsBANBahDkAQKD4c9g6ojPn34OhlgCAdESYA5DRllctZ4hchvE7c/6m3snExuEAgHRGmAOQsaKVUQ25bYgeX/B4qktBAkUqI+qa3VX9e/RP+r3YOBwAkM4IcwAy1tvL3tbG+o169fNXU10KEigai6owr1BmlvR7De41WCYjzAEA0hJhDkDGmhWZJUmavmx6iitBIkVj0Q6ZLydJXbK7qKBXAXvNAQDSEmEOQMYqiZRIkr5Y+wVznjJItDLaIStZ+kL57DUHAEhPhDkAGammrkbvl7+v7wz9jiRpRumMFFeERHDOdWhnToovgkJnDgCQjghzADLS3LK52tSwSZcdeJl6dOnBUMsMsa52ndZvWt8hK1n6Qnl05gAA6YkwByAj+fPlDhlyiMaExxDmMoQfqjq6M7e2Zq2qN1Z32D0BAGgJwhyAjFQSKdFOfXbSoF6DVFxUrA+Wf6DK2spUl4V28uc+duScuc17zTHUEgCQZghzADKOc04lkRKNLRorSSoeUqwG17C5W4fg8gNVR3bm/Hsx1BIAkG4IcwAyTmllqcpiZRoTGiNJGhMeoyzLYqhlBvA7c4V5hR12z82dOVZEBQCkGcIcgIzjd+D8zlxebp6GFwwnzGWAaCyqAT0GKDcnt8Pu6Q/ppDMHAEg3hDkAGaektETdc7pr/0H7bz5WXFSs2dHZ2lS/KYWVob0ilZEOnS8nST269NAO3XZgzhwAIO0Q5gBknJJIiUYVjlKX7C6bjxUPKdb6Tes1r2JeCitDe3X0HnO+cH6YzhwAIO0Q5gBklJq6Gr1X/p7GhMdscXzckHGSxFDLgItWpibMhfLZaw4AkH4IcwAyyvvl72tTwyaNDY/d4nhhXqF23mFnTS8lzAVVbV2tVq5f2eHDLCUpnBdmmCUAIO0Q5gBklJJIiaSvFz9prHhIsaYvmy7nXEeXhQQoryqX1LHbEvhC+SEtr1rOnEsAQFppNsyZ2QNmtsLMFjY61tfMpprZIu/PHbzjZmZ3mNliM5tvZiMaPec87/xFZnZecl4OgM6uJFKioX2GqqBXwTceKy4q1orqFVq8ZnEKKkN7+VsD+FsFdKRwflhObnOgBAAgHbSkM/eQpKO3OvYrSa8753aT9Lr3tSQdI2k37+NiSROkePiTdIOkgySNlnSDHwABIJFKSku+MV/OVzykWBLz5oLKn7OWimGWbBwOAEhHzYY559w0SWu2OnyipIe9zx+WdFKj44+4uFmS+pjZYElHSZrqnFvjnPtK0lR9MyACQLtEKiOKxqLfmC/n27P/nurXvR9hLqD8OWupWs1SIswBANJLW+fMDXLO+WNNKiQN8j4PSSptdF7EO7at4wCQMCWl3ny5bYQ5M9O4IeNYBCWgopVRdc/prj7d+nT4vf0w5w/1BAAgHbR7ARQXX0kgYasJmNnFZjbHzOasXLkyUZcF0AmURErULaeb9i/Yf5vnFBcV67PVn2lF9YoOrEacDHgAACAASURBVAyJEI1FFcoPycw6/N59uvVR95zudOYAAGmlrWFuuTd8Ut6f/k9FUUlFjc4Le8e2dfwbnHMTnXOjnHOjBgwY0MbyAHRGJZESjRw8Ul2zu27zHH/e3IxlMzqqLCRINBZNyeInUryrG85newIAQHppa5ibIslfkfI8SZMbHT/XW9VyjKR13nDMVyQdaWY7eAufHOkdA4CEqK2r1Xvl721ziKVvxOAR6pbTjXlzARSpjKRkvpyPjcMBAOkmp7kTzOxJSd+W1N/MIoqvSnmTpKfN7EJJX0o6zTv9JUnHSlosab2kH0mSc26NmY2X9K533u+dc1svqgIAbfZ+xfvaWL+xyf3lGsvNydXo0GjmzQWMc05lsbKUhrlwfphfAgAA0kqzYc45d8Y2HjqsiXOdpJ9u4zoPSHqgVdUBQAv5i59sa1uCxoqLivXXmX9V9cZq9ezaM9mlIQFWrV+ljfUbU7ItgS+cF1a0MqoG16Asa/eUcwAA2o1/jQBkhJJIiYb0HqLCvMJmzy0eUqy6hjq9E32nAypDIqRyWwJfKD+kTQ2btLKaxbkAAOmBMAcgI8yKzGp2vpxvbNFYmYwhcwHibwmQ0s6cvz0Bi6AAANIEYQ5A4EUroyqtLG1xmOvTrY/2HbQv8+YCxA9QqVrNUvq6K8giKACAdEGYAxB4JRFvs/BmFj9prLioWDNLZ6quoS5ZZSGBIpURZVmWCnoVpKwGNg4HAKQbwhyAwCspLVFudq6GFwxv8XOKhxSramOVFixfkMTKkCjRyqgG9RyknKxm1+1KmoE9ByonK4fOHAAgbRDmAATerOgsjSzc/mbhW/M3D2feXDBEY9GUzpeTpOysbA3uNViRGGEOAJAeCHMAAm1j/UbNLZvb4vlyvqLeRRrSewjz5gIiGoumdCVLXzg/zDBLAEDaIMwBCLT3y99XbX1tq8OcFO/OTV82XfEtMpHOopXRlC5+4gvlhxhmCQBIG4Q5AIHmL37Sks3Ct1ZcVKyyWJmWrl2a4KqQSOs3rddXNV+lR2cuL6xIZYRfAAAA0gJhDkCgzYrMUlF+UZvmUzFvLhjSYY85Xzg/rOpN1aqsrUx1KQAAEOYABFtJpKRVWxI0tvfAvdU7tzdhLs35e8ylQ2fOD5QMtQQApAPCHIDAKouVadm6ZW2aLydJWZalcUPGsQhKmku3zpz0dcAEACCVCHMAAquktO3z5XzFRcX6aOVHWr1+daLKQoKlVWcuj84cACB9EOYABNasyCx1ze6qAwoOaPM1/HlzM0tnJqosJFi0Mqr83Hzl5ealuhQV5hVKEtsTAADSAmEOQGCVREo0cvBI5ebktvkaB4YOVNfsrsybS2ORWCQtunKSlJuTqwE9BtCZAwCkBcIcgEDaWL9Rc8rmtHm+nK9bTjeNKhzFvLk0Fq2MpsV8OV84P8ycOQBAWiDMAQikeRXzVFtf2675cr7iomK9G31XGzZtSEBlSLRoLJo2nTkpHubozAEA0gFhDkAgzYrMkqQ2b0vQWPGQYm1q2KQ5ZXPafS0kVn1Dvcpj5WkV5kJ5IcIcACAtEOYABFJJpETh/PDmpeLb4+CigyWxeXg6WlG9QvWuPiHf50QJ54e1esNq1dTVpLoUAEAnR5gDEEglpSXtni/n69ejn4YNGMa8uTTkd8DSac6cXwsrWgIAUo0wByBwymPl+nLdlwkLc1J83tyMZTPU4BoSdk20XzrtMedj43AAQLogzAEIHH++XCIWP/EVDynWutp1+nDFhwm7JtrP736lU2fOD3PMmwMApBphDkDglERK1DW7q0YMHpGwa/qbhzNvLr1EY1HlZOVoYM+BqS5lM79LSJgDAKQaYQ5A4JRESjRi8Ih2bRa+taF9hqowr5B5c2kmGotqcK/ByrL0+ecqLzdP+bn5zJkDAKRc+vzrCAAtkKjNwrdmZioeUkxnLs1EK6NptZKlL5QXUiRGZw4AkFqEOQCBMn/5fNXU1SR0vpyvuKhYy9Yt07J1yxJ+bbRNpDKSVvPlfOH8MJ05AEDKEeYABEpJaYkkJbwzJ309b27GshkJvzbaJhqLptVKlr5wfpg5cwCAlCPMAQiUkkiJQnkhFfUuSvi19x20r/K65jHUMk1U1laqamNVWoa5UF5IFVUVqmuoS3UpAIBOjDAHIFBKIiUaW5T4rpwk5WTlaGzRWBZBSRPpuC2BL5wfVr2r1/Kq5akuBQDQiRHmAARGRVWFlq5dqjGhxM+X8xUXFWvB8gVaW7M2afdAy/ibcqflAij5bE8AAEg9whyAwPA3C09WZ06Kz5tzcpvn5iF1/KCUjsMs/YDpB04AAFKBMAcgMEpKS9Qlq0tCNwvf2ujQaOVk5TBvLg34wywL8wpTXMk3+WGOzhwAIJUIcwACw98svFtOt6Tdo2fXnhoxeATz5tJANBZV3+591b1L91SX8g39uvdTbnYu2xMAAFKKMAcgEDbVb9KcsjlJ2V9ua8VFxXon+o5q62qTfi9sW7puSyDFN5kP5bNxOAAgtQhzAAJh/vL52lC3ISn7y22teEixaupq9F75e0m/F7YtWhlNy8VPfKG8EMMsAQApRZgDEAglEW+z8CQufuIbN2ScJDFvLsUilZG07cxJ8XlzDLMEAKRSu8KcmS01swVmNs/M5njH+prZVDNb5P25g3fczOwOM1tsZvPNLHkrGADIOCWREhXmFaooP/GbhW9tYM+B2r3f7sybS6FN9Zu0onpFWu4x5/M7c865VJcCAOikEtGZ+45zbrhzbpT39a8kve6c203S697XknSMpN28j4slTUjAvQF0ErMiszQmPEZm1iH3Ky4q1oxlM9TgGjrkfthSeVW5nFzad+Zq62u1ZsOaVJcCAOikkjHM8kRJD3ufPyzppEbHH3FxsyT1MbPBSbg/gAyzonqFlny1pEPmy/mKhxRr9YbV+nTVpx12T3zNH76Yzp05ticAAKRae8Ock/Sqmc01s4u9Y4Occ+Xe5xWSBnmfhySVNnpuxDsGANvlb+Dd0WFOYt5cqvibcadzZ84PmoQ5AECqtDfMFTvnRig+hPKnZnZo4wddfCJBqyYTmNnFZjbHzOasXLmyneUByAQlkeRvFr61XfvuqoE9BzJvLkX8zlw6r2bp1+YHTwAAOlq7wpxzLur9uULSJEmjJS33h096f67wTo9KarxyQdg7tvU1JzrnRjnnRg0YMKA95QHIELMiszS8YHiHbh5tZioeUkxnLkUilRHlZueqb/e+qS5lmwp6FSjLsujMAQBSps1hzsx6mlme/7mkIyUtlDRF0nneaedJmux9PkXSud6qlmMkrWs0HBMAmlTXUKd3y97t0CGWvuKiYi35aonKYmUdfu/OLhqLKpQf6rAFb9oiJytHBb0K2J4AAJAy7enMDZI03cw+kPSOpBedc/+VdJOkI8xskaTDva8l6SVJSyQtlnSfpMvacW8AncT85fO1ftP6Dtlfbmv+vLkZy2Z0+L07u2gsmtbz5Xzh/LAiMTpzAIDUyGnrE51zSyTt38Tx1ZIOa+K4k/TTtt4PQOeUisVPfMMLhqtHlx6avmy6frD3Dzr8/p1ZtDKqA0MHprqMZoXyQvps9WepLgMA0EklY2sCAEiYWdFZKuhVoCG9h3T4vbtkd9GY8BgWQelgzjlFY1GF89J38RNfOD/MnDkAQMoQ5gCktZLSEo0Nj03Z3KniomLNq5inWG0sJffvjNZsWKOaupq03mPOF8oLaV3tOlVtrEp1KQCATogwByBtraheoc+/+jwlQyx9xUOK1eAaNCsyK2U1dDZB2GPOt3l7AhZBAQCkAGEOQNryA1QqFj/xjQmPUZZlsUVBB/KDURA6c36YY6glACAVCHMA0tasyCzlZOVo5OCRKashLzdPwwuGM2+uAwWpM+cHTjYOBwCkAmEOQNoqiZR0+GbhTSkuKtasyCxtqt+U0jo6C78zNzhvcIoraZ4fOOnMAQBSgTAHIC3VNdTpneg7KZ0v5yseUqz1m9ZrXsW8VJfSKURjUQ3qOUhds7umupRmde/SXX279yXMoUlzyubohjduUH1DfapLAZCh2rzPHAAk04LlC+KbhadBmBs3ZJwkafqy6YHY+yzoIpWRQMyX84XzwwyzxDesXr9aJz51ospiZerVtZeuGXdNqksCkIHozAFIS/7iJ2PCY1JciVSYV6idd9iZeXMdJBqLBmK+nI+95rA155x+/PyPtbJ6pcYVjdNv3viNFq5YmOqyAGQgwhyAtFQSKdGgnoM0tM/QVJciKT7Ucvqy6XLOpbqUjBetDFaYC+WF2JoAW5g4d6L+88l/dNPhN2nSDyepd25vnTPpHG2s35jq0gBkGMIcgLRUEinR2KLUbRa+teKiYq2oXqHFaxanupSMVlNXo9UbVgdumOXy6uX8oA5J0kcrP9LPX/m5jtzlSF015ioN6DlA9x1/n+ZVzNP4t8anujwAGYYwByDtrKxeqcVrFqfFfDlf8ZBiSWK/uSQri5VJ+nr/tiDwu4h+7ei8aupqdOazZ6pX1156+KSHlWXxH7NO3PNEnbf/efrz9D9rdmR2iqsEkEkIcwDSzuxo/IeddApze/bfU/269yPMJZk/9yxIwyz94MlQS1z/2vX6YPkHevDEB1XQq2CLx24/+nYV5hXq3P+cq/Wb1qeoQgCZhjAHIO2UlJbENwsvTN1m4VszM40bMo5FUJLMD0RBGmbp18oiKJ3by4te1m2zb9OVo6/U93b/3jce792ttx466SF9tvozXf/a9SmoEEAmIswBSDslkRLtP2h/9ejSI9WlbKG4qFifrf5MK6pXpLqUjOUv8R/IzhzbE3Ray6uW6/zJ52vfgfvqL0f8ZZvnfXen7+qK0Vfojnfu0OtLXu/ACgFkKsIcgLSSTpuFb82fNzdj2YwUV5K5opVR9ezSU/m5+akupcV65/ZWzy496cx1Ug2uQedPPl+VtZV68pQn1S2n23bPv+nwm7R7v931o8k/0rqadR1UJYBMRZgDkFY+XPGhqjdVa2xR+oW5EYNHqFtON+bNJVE0FlUoP5Q2q5i2hJkplB+iM9dJ3TH7Dv138X91y5G3aO+Bezd7fo8uPfTISY8oGovqqleu6oAKAWQywhyAtFISKZGUHpuFby03J1ejQ6OZN5dE0Vg0UCtZ+tg4vHOaVzFP1712nU7Y4wRdOurSFj/voPBBur74ej007yFN/mRyEisEkOkIcwDSSkmkRAN7DtROfXZKdSlNKi4q1nvl76l6Y3WqS8lIkcpIoObL+UJ5IcJcJ7N+03qd8ewZ6te9n/55wj9b3U3+32/9r4YXDNdFz1/EPFwAbUaYA5BWSkpLNDacPpuFb614SPHmeX1IrAbXoLJYWSDDXDg/rLJYmRpcQ6pLQQf5xSu/0KerPtWjJz+q/j36t/r5XbO76tGTH9W62nW69IVL5ZxLQpUAMh1hDkDaWL1+tRatWZSWi5/4xhaNlcmYN5cEK6tXqq6hLlDbEvjC+WHVNdTRYekkJn08SffOvVfXHHyNDtv5sDZfZ5+B+2j8d8Zr0ieT9Nj8xxJYIYDOgjAHIG3MisySlJ7z5Xx9uvXRvoP2Zd5cEgRxWwKfXzMbh2e+SGVEP37+xxo5eKTGf3d8u6939dirNa5onK54+QqVritNQIUAOhPCHIC0URIpUbZla1ThqFSXsl3FRcWaWTpTdQ11qS4lo/hBKKgLoEhsHJ7p6hvqde6kc1VbV6snTnlCXbO7tvua2VnZevikh1XXUKcLplzAUF0ghWrqalJdQqsR5gCkjZJIifYv2F89u/ZMdSnbVTykWFUbq7Rg+YJUl5JR/CAUxGGWfs2Eucz2t5l/0xtL39A/jvmHdu+3e8Kuu0vfXfT3I/+u15a8pgnvTkjYdQG0jHNO/3zvn9rljl20dO3SVJfTKoS5NNXgGjTp40kMuUCnUd9Qn7abhW/N3zyceXOJFY1FlW3ZGtRzUKpLabWBPQcqJyuHveYy2DvRd/TbN36r0/Y+TecPPz/h17945MU6etejdc3Ua/TZ6s8Sfn0ATYvVxnT2pLP14+d/rL3676VuOd1SXVKrEObSUHmsXMc+fqy+//T3tf89+7MHDTqFD1d+qKqNVWk9X85X1LtIQ3oPYd5cgkVjURX0KlB2VnaqS2m1LMtie4IMFquN6cxnz1RhXqHu+d49SVlt18x0//H3KzcnV+f95zyGcSOtfbrqU42aOEqHPXKYPl/zearLabP3y9/XiIkj9NTCp/SH7/xBr5z9igp6FaS6rFYhzKWZ5z99Xvvds5+mfTlNfzn8L9p5h5110r9O0pUvX6nautpUl4dGXl70sobfM1w3vnkj/+gmQElpfLPwIHTmpHh3bvqy6SwnnkDRymggh1j6QvkhOnMZ6oqXr9AXa7/QYyc/ph2675C0+4TyQ7r72Ls1KzJLf5vxt6TdB2iPpxY+pVH3jdKX677UnLI52u+e/XTXO3cFar6nc053vXOXxvxzjDZs2qA3z3tTvz7018H8ZWKqC0Dc+k3rddmLl+mEp05QOD+suRfP1bXjrtWMC2boqoOu0j/e+YcOfuBgLVq9KNWldnprNqzRef85T8c+cazKq8r1u7d+p+88/B0tW7cs1aUF2qzoLA3oMUA777BzqktpkeKiYpXFygI3tj6dRWPRQK5k6Qvnh+nMZaAnFzyphz94WL855Dc6ZMdDkn6/0/c5XT8Y9gPd8OYN+qDig6TfD2ipmroaXfbiZTrj2TM0vGC45l0yTx9e9qEO3fFQXf7y5TrskcP0xVdfpLrMZq2tWatT/32qLn/5ch2x8xGad+m8DvlvO1kIc2ngg4oPNGriKE2YM0FXj71asy6cpb0G7CVJys3J1a1H36opp0/R0rVLNWLiCD2x4IkUV9x5Pffxcxp21zA9seAJ/eaQ32jZVcv06MmPal7FPO1/z/569qNnU11iYJWUlsT3cEvTzcK3xry5xItWRgO5kqUvlBdStDJKtzaDLF27VJe+eKnGhsfqt9/6bYfc08x09/fuVt/ufXXOpHMYlYO0sOSrJRr3wDhNmDNB1x58rf7v3P9TKD+kcH5YL535ku4//n7NLZurfSfsqwnvTkjbLt3syGwdcO8BmvLpFN18xM2acsYU9e/RP9VltQthLoUaXINuLblVo+8frbU1a/Xq2a/q5iNvVm5O7jfOPX6P4zXvknkaXjBcZz13li6cfKGqN1anoOrOaXnVcp3279N0ytOnqDCvUO9e9K7Gf3e8cnNydfZ+Z+v9S97Xbn1306n/PlWXPH+J1m9an+qSA2XNhjX6dPWnGhNK//lyvr0H7q3eub0JcwlStbFK62rXBb4zV72pWutq16W6FCRAXUOdznruLEnS499/XDlZOR127/49+uv+E+7XghULdMObN3TYfYGmTPp4kkbcO0JffPWFnj/jef3liL+oS3aXzY+bmS4ccaEWXrZQBxcdrMteukxHPnqkvlz7ZQqr3lKDa9DNM29W8YPeL2J/NF1XH3y1siz4USj4ryCgymPlOubxY/SLV3+hY3Y9RvN/Ml9H7HLEdp9T1LtIb5z3hn5zyG/04LwHNfr+0Vq4YmEHVdw5Oef0+PzHNezuYZr86WT96bt/0uwfz9bwguFbnLdr3101/YLpuvbgazXxvYkaNXGU5i+fn6Kqg8ffLHxsUTDmy0nxBS/GDRnHIigJ4u8xF+Q5c+w1l1n+MO0Pmlk6U/d87x7ttMNOHX7/43Y/ThcecKH+NvNvmlk6s8PvD2ys36if//fn+v7T39ce/ffQ+5e8r+N2P26b5w/pPUSvnP2K7j3uXs2OztY+E/bRxLkTUz5aYdX6VTr+yeN1zdRrdMIeJ+j9S97XQeGDUlpTIhHmUmDKp1O03z376e0v39Y937tHk344qcUt3pysHI3/7ni9es6rWr1+tQ6870DdN/e+lP+HkomilVGd8NQJOnvS2dq93+6ad8k8XX/I9Vv8Nqqxrtld9Zcj/qJXz35Vazas0ej7Ruuud+7ie9MCsyKzlG3ZOrDwwFSX0irFRcX6aOVHWr1+dapLCTx/4ZAgd+b82v1gGnQ1dTV69qNnderTp2rQzYN0zavXKFYbS3VZHWL6sukaP228zt3/XJ2x7xkpq+OWo27RkN5DdO6kc1W1sSpldXSUuoY6LVyxUI/Nf0zXvHqNbp91O6OQUmTZumU69MFDddvs2/Szg36mt3/0tnbss2OzzzMzXTzyYi38yUIdFDpIl7xwiY567KiUrSsw7ctpGn7PcL225DXddexdeuYHz6hPtz4pqSVZCHMdaP2m9frJCz/RiU+duHmRk0tGXdKmOUKH73y4Prj0Ax0y5BBd/MLFOuPZM1RZW5mEqjsf55zuf+9+Dbt7mF5f8rpuPepWTf/R9M3zGJtzxC5HaP5P5uu7O31Xl798uU7610n8sN+MkkiJ9hu0X9pvFr41f94cvzVvPzpz6aGuoU6vfv6qzv/P+Rp08yCd+u9TNX3ZdI0qHKWbS27WXnftpac/fDqjf0m1tmatznruLA3tM1R3HnNnSmvJz83XQyc+pCVfLdG1U69NaS2JVrWxSjNLZ+rud+/WRVMu0oH3Hahef+qlfSfsq3MmnaM73rlDV71ylXa6fSf9dcZfO0WYTRcvfvaiDrj3AH286mM984NndNvRt6lrdtdWXWPHPjtq6jlTNeF7EzSzdKb2uXsf3f/e/R32/476hnr9Ydof9J2Hv6MeXXpo1oWzdNmBlwVmXn5rEOY6yLyKeRo1cZTumXuPfjn2l1ssctJWg3oN0n/P/q/+fNif9cxHz+iAew/QnLI5Caq4c/riqy905GNH6qLnL9KIwSO04CcLdNWYq1q9VO3AngP1wpkv6NajbtXLi17W/vfsrzeXvpmcogOuvqFesyOzA7G/3NYODB2ortldmTeXAJnQmRucN1iSArc9gXNOJaUluuKlKxS6JaSjHjtKkz6ZpFP2OkVTz5mqyC8ievHMF1VyYYkG9hyoHz7zQx352JH6ZNUnqS494ZxzuuSFS1QWK9OTpzypvNy8VJekbw39lq4ac5UmzJmgVxa/kupy2qSiqkL/Xfxf3TT9Jv3wmR9qjzv3UP6f8zXugXH66Us/1XOfPKfeub11xegr9NjJj2nhTxaq+n+qNeOCGRoxeISue+06Db1tqP789p/5xXUS1TXU6frXrtdxTx6nIb2HaO7Fc3XKsFPafD0z06WjLtWCnyzQqMJRuuj5i3TM48ck/RdeFVUVOuqxo/TbN36r0/c5XXMvnqsDBh+Q1HumkqXzb9dGjRrl5swJdjjxFzm5/vXr1b9Hfz1y8iM6fOfDE36fGctm6Ixnz1BFVYX+cvhfdNWYqzLytw/J0uAadNc7d+n6169XlmXpb0f8TReNvCghE2PfK39PZzx7hhatXqRfH/Jr3fDtGzp0In26W7B8gfa7Zz89ctIjOmf/c1JdTquNe2CcJGnGBTNSXEn71dTVaGbpTL2+5HW9/sXrilRG9PMxP9floy9vcmGmRLr8pcv1+ILH9dV1XyX1PslWcHOBTtjjBE08fmKqS2nWwhUL9cSCJ/Tkwie1dO1S5Wbn6vg9jteZ+5ypY3Y7Rt1yun3jOfUN9bp37r369f/9WtUbq3X12Kv1m0N/E7iu+rY8+P6DumDKBfrTd/+k6w+5PtXlbLZh0waNnDhS62rXaeFPFiZ1r7v2aHANWrxmseZVzNP75e9r3vJ5mlcxTxVVFZvP2anPThpeMFwHFByg4QXDNbxguML54e3+zDI7Mlvjp43Xi4te1A7ddtDPx/xcVx50pXp3690RL6tTKIuV6fRnTtfby97WJSMv0W1H39bk/wPaqsE1aMK7E3Tta9cqJytHtx11m84ffn7Cf1ad+vlUnT3pbMVqY7rz2Dv1o+E/yoifh81srnNuVJOPEeaSpyxWpvP/c76mLpmqE/c4UfefcH9Slz9ds2GNLph8gSZ/OlnH7368HjzxQfXr0S9p98sUn63+TBdOuVDTl03XMbseo3uPu1dFvYsSeo+qjVW68uUr9eC8BzU2PFZPnPKEhvYZmtB7tFeDa9BbS9/S2pq1Om7347Y5NzDR7pt7ny5+4WItumKRdu27a4fcM5Gum3qdbp11q9b9ap26d+me6nJapb6hXu+Vv6fXlrym1794XTNKZ6imrkbZlq3RodHqltNNbyx9QzvvsLNuOuwmnTrs1KT9o3jyv07WotWLtPCyYC/qNHLiSA3qOUgvnfVSqktp0hdffaGnFj6lJxY+oYUrFirbsnX4zofrzH3P1El7nqT83PwWXWdF9Qpd99p1emjeQyrKL9JtR9+mk/c8OdA/NH22+jONuHeEDgwdqNfOeS3tNg+eUzZHY+4fo9P3OV2Pff+xVJejmroaLVyxcIvg9kHFB6reFJ/jlpOVo70H7L1FcNu/YP92zVeaUzZH46eN15RPp6h3bm9dNeYq/eygn6VtuA2KqZ9P1VnPnaX1m9br3uPu1Vn7nZW0e32+5nNdMOUCTftymo7d7VhNPG5iQobX1zXU6YY3btCfp/9Zew3YS0+f+rT2Hrh3AipOD4S5FJj8yWRdOOVCrd+0XrcdfZsuGnFRh/wj55zTne/cqV9O/aUG9hyoJ77/RKA3QkymuoY63VJyi/73jf9Vjy49dNvRt+mc/c5J6vfpqYVP6ZIXLpHJNPH4iTpt79OSdq+W+mjlR3r0g0f1+ILHVVpZKkka2meorht3nc4ffn5CfzPXlAsmX6DnP3teK365IpA/CD7/6fM64akTNO38aWn/35pzTp+s+kSvfxHvvL259E2trVkrSdp34L46bKfDdNjOh+nQHQ/d/EP9q5+/ql+++kstWLFABxcdrFuOvCUpq4CNvm+0dui+g145O5jDyHwnPnWilq5dqg8uTZ/NnpdXLdfTHz6tJxc+qZJIiSRpXNE4nbHPGfrB3j/QwJ4D23ztGctm6LKXLtP8yZZWygAAHUtJREFU5fN11C5H6R/H/EO79dstUaV3mI31G3XwPw/Wkq+WaP5P5qftfoc3vnmjfvfW7/TvH/xbpw47tUPvvX7Ter2y+BU9/9nzerfsXX288mPVu3pJUl7XvG9024YNGJa0jv775e9r/LTxmvTJJOXn5uvK0VfqqjFX8QvsVqpvqNf4aeP1+7d+r2EDhumZ057Rnv33TPp9G1yD7nznTv3qtV+pa3ZX3X707Tp3/3Pb/DNA6bpSnfncmZq+bLp+fMCPdfsxt6tHlx4Jrjq1thfm5Jzr0A9JR0v6VNJiSb/a3rkjR450QVO9sdpd8vwlTjfKHXDPAe7jlR+npI65ZXPdrnfs6rJ+l+XGvzXe1dXXpaQO55xraGhwH6/82E14d4K78Y0b3QufvuBWVa9KWT3OOTe/Yr4bNXGU041yJz91siuPlXfYvZesWeLG3D/G6Ua5Cydf6Kpqqzrs3r7lVcvd7bNudyPvHel0o1z277LdMY8d455c8KSb/MnkzfUNvnmw+/vMvye1xj3v3NMd98RxSbt+sq2qXuV0o9yfpv0p1aU0qXRdqXvo/YfcOc+d4wr/Xuh0o5xulBt621B34eQL3ZMLnnQVsYrtXqOuvs7dN/c+V3Bzgfv/9u49Lop6/QP454ugkiiCFwSViyiQqZiWR03zQmkH9QiZJ48etfJWnTyVeUGtX2simqSp2ME0LcIsFUOjizdSSUXSUFBMbgoCKgrIRa7L7vP7Y4cVEEhgYXbX5/167WuH2dmZZ7/PsrvPzHy/AwVoSsgUunb3mk7jtFtnR6/uf1Wn65TDmz++SdYfW8sdBuUW59KX57+kMcFjyGSFCUEB6hfYj1b/tlrnuVOqlLTxzEZqt7odtVzZkt4Pf58Kywp1uo2mtvjwYoICtO/yPrlDqVNZeRkN/Hwgdfi4Q7N8b2UXZVPQhSDy+s6LzH3NCQqQ1RorGvfNOHo//H0KiQuh5JxkUqlVTR5LTWJuxdBLe14iKEAWfha09OhSulN4R5ZYDM2tglvkEeRBUIBmhs6U5bdIYnYiDdsxjKAAjd81njLyM+q9jrD4MLL+2Jos/Czom9hvmiBK/QDgHNVWW9X2QFPcALQAkAygB4CWAGIA9K5teUMr5qJvRJPbZjeCArTo8CIqUZbIGk9eSR5N3TeVoAB5BHnQjfwbzbJdtVpNcbfj6LPfP6N/7v0n2fjbaH9AVr65BLjQzNCZtOXsFoq5FdMsBWdpeSkpjinI7CMz6rS2E+25tIfUanWTb7e6svIyWnZ0GQmFINcAVzp/83yTb7NYWUy7L+2m8bvGU4sVLbQ7HNafXv/AjwK1Wk3hV8NpdNBoggLU4eMOtPLESrpbfFenMWUXZRMUoFURq3S63ubW+7Pe5PmNp9xhEJGmTfdd3kdv/PgGuQS4aP/fOq3tRC/vfZm2nttKyTnJDVp3QWkBffDrB2Tua06tVraixYcXU25xbqNjVqqUZLLChN4Pf7/R65LbqohVBAWoqKyo2bddrCymkLgQmrR7ErVa2YqgADltcKJlR5fRxcyLTb79mwU36d/f/1u7s+DAlQNNvk1dOJJ8hKAAzf1hrtyhPJS423HUamUrmrBrQpN8f6XlpdHmqM3kEeSh/a7ouq4r/een/9DR5KNUVl6m82021sXMi/Ty3pdJKAS1WdWGFh9eTJn3MuUOS28dv3acunzShVr7tqYd0TtkjUWlVtGnkZ+Sua85Wa2xouCY4Id6X5eWl9KCgwsIClD/Lf0pISuhGaKVjz4Vc0MAHKr091IAS2tb3lCKOZVaRf6n/MnsIzOyW2dHR5OPyh2Sllqtpu3R28nc15w6+3emQ0mHdL4NlVpFFzMv0uaozfTSnpeo09pO2h+QXdd1pX9//2/a9sc2SsxOpILSAjp27Rj5RfjRhF0TqOPajtpl2/q1JY8gD1oevrxJjt6dzThLff/Xl6AATd03VS/23oVfDSe7dXbUcmVL2nhmo86/mFVqFUWkRNDsA7PJcrWlNieLDy9+6B93kWmRNH7XeG2OfI746OxL8pfEXwgK0K9Xf9XJ+uQy94e5ZLnaUpa904VlhXQo6RAtPryYBn4+kIRCEBSgNqvakOc3nrTu9Dq6cPOCTmNLy0ujGaEzCApQx7UdaXPU5kb9wEvPSycoQFvObtFZjHIJuhBEUIASsxObZXtKlZIOJR2imaEzqd3qdgQFqLN/Z5r/83yKTIuUZWfViZQT9MRnT2j3tjd050FzuFN4h2w/sSW3zW6yHJloqPWn1xMUoO3R23Wyvj/v/El+EX709Nantd/JrgGu5HPEh6LSo2Q78lZfl29fpmn7ppHJChMy9zWnBQcXNOuZN/pOpVaRX4QfmawwIZcAF4q5FSN3SFrxWfE0dPtQggI08duJdebtas5V7Xv1rZ/eomJlcTNGKo+6irlm7TMnhHgJwAtENFv6ezqAvxHRWzUtbwh95m4U3MDM/TNx9OpReLt5Y9uEbXp5znbc7Ti8HPIy4u7EwecZH3w06qMGD3ChJjXibsfheMpxHE89jojUCGQVZQEAurfrjpGOIzHScSRGOIxAD6sedZ4DTUS4evcqItMjEZkWicj0SMRmxmrPw3fp4IIh3YZobt2H4IlOT9S7U3qxshgrTqyA/2l/dLHogi3jtmCC64QGvfamkFWUpe03Nq7XOHw58Ut0atOpUetMzE5EcGwwgmODkZKbgjZmbTCp9yRM7zcdoxxHNahjf8ytGPid9MPeuL1obdoacwbMwaJnFjWqb8mHxz6E72++yPPJg0VLiwavR27BMcGYsX8GYl+PRV+bvk2yDZVahZLyEpSUlyAhO0Hb7+102mmUqcpgZmKGwd0G47kez8HDyQODug5q8kFsom9G473D7+F4ynG4dXSD//P+GNdrXL37PUSlR2Hw9sEI+1cYxruMb6Jom0f41XA8F/wcjs08hpGOI3W6biJCWn4aLtzSDDRxIfMCTl4/iduFt9GuVTu8+PiLmNpnKkY5jZJ9xFylSomA3wPw4fEPoVQpsXTYUiwZtqTJ++DWBxHBa7cXDiYdRNTsKPTv0l/ukB6amtQYHTQa0TejEftGbL0H1CIinLtxDqFXQhF6JVR7mYmn7Z6Gt5s3vB/3bpa+U00lPisefif9sDN2J1q2aIl5A+dh8TOLYdfWTu7QZJNdlI3podPxS9IvmNJnCraO36oXl96oTKVWYWPURiz/dTkeM3sMm/++GVP6TKnynRJyOQSzf5gNANgxcQdefPxFucJtVnozAMrDFHNCiLkA5gKAvb39wNTU1GaLr772X9mPWT/MQkl5CTaM3YDZA2br9QAORcoivHPwHWyL3oah3Ydi14u74NDe4S+fpyY1LmZexPGU4ziRegInUk8gpzgHAOBg6aAt3EY6joRje8dGt0FhWSHO3jiLM+lntEXenaI7ADSdrAd1HYTB3QZjSLchGNxtcJ3F86nrp/DaD69pRqx8chY+GfNJo0bSaipEhM/OfoaFhxfC2twawd7B8OjhUa91ZBdlY3fcbgTHBuNM+hmYCBN4OHlghvsMeLt562zo8PiseKw5tQY7Y3dCQGCm+0z4DPOBs7Vzvdc1JngMbhfexoXXL+gkNrlcu3sNPTb1wILBCzDKaRSKlcXawqukvATF5ff/1j6mKnm45aT55eryB7b7ZJcntYOWDLcfLsvw8ESEsIQwLDqyCAnZCRjtNBrrxqyr1w/j7//8HpP2TEL03GiDvxZQfFY83D5zw07vnY0aEa5MVYbLdy5XKdxibsXgbsn9Szf0tO6Jp+yewuTek+HZy1OvCqUKNwpuYOHhhfj20rfoYdUDAX8PgGcvT7nDAgAEng3Emz+/iU/Hfop3Br8jdzj1du3uNfTb0g9P2T2F8Bnhf3kpnXJ1OSJSIxD6Zyj2x+9Hen46WogWGOE4At5u3pjoOlHnIznLLSknCX6/+eHrmK9hamKKOQPmYMmwJU06wA0RIbckF9fzrle5pealIqsoC93adYOzlTN6WveEs7Xm3trcusniAYDItEi8HPIyMgszsfGFjZg3cJ5e/16Nz4rHKwdewZn0M/B280bguEBYtrbEgkMLEHguEIO6DsJ3k76Dk5WT3KE2G30q5oYAUBDRWOnvpQBARKtrWl5fj8wVlhViwaEF2Bq9FQNsB2DXi7vg2tFV7rAe2neXvsPcsLloYdICX078El5uXlUeV6lViM2MxYnUEzieojnyVvEDwqm9E0Y4jsBIh5EY4TiiWYbXb8jRu5LyEiwLX4aA3wNgb2mPbRO24Xnn55s81saKuRWDKfumID4rHkueWfKXR1BLy0vxc+LPCI4Nxo8JP0KpVqJP5z6Y0W8GpvadqpPhfmuTkpsC/1P+2H5+O5RqJab0mYJlw5Y99FDAalLD6mMrTO0zFYHjA5sszuZARHDa6ITUvLp3PpmZmKG1aWu0Nm0NczPz+9Om5jXOb92i5uVs29pipOPIJr3USX0pVUp8/sfnUBxXIKc4BzP7z4TvKN+Heg8GRAXgvwf/i8yFmY0aWVEf3Cu7h7ar22KNxxosGbbkoZ6TVZSFmFsxiMmM0RRvmTG4fOeytoA3NzVHP5t+cLdx1w7v3rdzX73bq16XX6/9iv/8/B9cybqCia4TseGFDbJdnqXiqNSzXz2LkY4j8dPUn3RyTVE5bI/ejtlhs2stSIuVxTicfBihV0IRlhCGnOIctDZtjbHOY+Ht5o3xLuP18mwiXbt69ypW/7YaX8V8BRNhgllPzoLPMB/YW9rXe13l6nJk5Gc8UKhV/rugrKDKc1q2aAl7S3t0MO+A9Px0ZBRkVHm8fev2muJOKvIqT3ex6NLgwouIsOHMBiw+uhj2lvbYO3kvBtgOaNC6mptKrcL6yPX44NgHsGhpAdu2trh0+xIWDlmIVR6r0LJFS7lDbFb6VMyZAkgA4AEgA8BZAFOJKK6m5fWxmLuYeRGT905GQnYCFg1dhJWjVxrkGyopJwlTQqbgj5t/YP6g+Zjebzp+u/4bTqSeQERqhHa48h5WPbSF2wiHEQ91JK85FJYV4tyNc5oCr9rRO4uWFmhj1gaZhZmYP2g+/Dz8DOoUviJlEd49+C62Rm/FoK6D8O0kzR7tCkSEqIwofB3zNXbH7UZOcQ5s2thgWt9pmO4+He427s26x+1mwU2sj1yPwHOBKFQWwsvNC8uHL8dTdjWPoFsh7nYc+gT2QZBXEGa4z2imaJvO9bzrSM1NrbVIa23aWu+uW9UUcktysSpiFTb9vgmmJqZYOGQhFj2zqM7/QZ+jPlgfuR4l75cY7I/qytqvaY8Z7jOw6e+bqsxXkxrJOcnagu3CLc0FlSv/sLNra3e/aJPue1r3NIr3TpmqDBvObMBHJz6CmtRYPnw5Fg5d2GTD1xeWFSIhOwHx2fGIz4rX3GfHIyE7AffK7qFzm86IfT0WNhY2TbL95kBEmPDtBIRfC8f5eefh1tENd4vv4qfEnxB6JRQHkw6iSFmE9q3bY7zLeHi7eWOs81ijuch7faXmpmL1ydXYcX4HAODV/q9i6fClVXYs5JXk1VqkXc+7joyCDKhJXWW9HR/rCHtLe9hb2sPB0kE7XXHr3KZzlc+2ImURrt29hqScJCTfTa5yn5qbqt1ZDQCPmT0GZytnzVE8q/tH85ytnNHdsnutp1TnluTi1QOvYv+V/fB288aOiTv08sykv/LnnT/xyoFXkJyTjCCvIIxzGSd3SLLQm2JOCsYTwAZoRrbcQUSraltWH4u5+Kx4/OO7fyBwXCBGO42WO5xGKS0vhc9RH2yI2qCd19O6p/aUyREOIwzmlIvKR+/OpJ/B9bzrWDR0kd5f96suIZdDMCdsDlRqFT4f/zkGdxuMnbE7ERwbjMScRJibmsPLzQsz3GfguR7Pyd5HJrsoG5uiNmHT75uQW5KLMc5jsHz4cjzr8GyNy38R/QXmhM1BwlsJBnldKla3q3evYmn4UuyJ2wNbC1usHLUSr/R/pcaiZHrodJy8fhLX3r4mQ6S61+d/feDQ3gEfPPuB5hRJqXiLzYzVXlC5hWiBxzs9XqVoc7dxb3R/WUOQlpeGBYcXIORyCHpZ98Jmz80Y4zymQetSkxppeWkPFGxXsq4gPT9du5yAgL2lPVw7usK1g+bm2cvTKE7TullwE30C+8CurR1sLWxxLOUYytXlsGtrBy9XL3i5eWGk48gm70NrSNLy0rDm5Bp8cf4LqEmN4fbDkVWUhdS8VOSX5ldZ1szEDN0tu9daqNlb2uv0mmZKlRKpealIzkl+oNhLzklGqaq0SmyO7R2rHMlztnaGmYkZ3vjpDaTlp8H/eX+8/be39fq0yr9CRChTlTXZjh9DoFfFXH3oYzEHaA79GsNe0goRqRFIz0/HCIcRTXpaHqu/1NxUTPt+Gk6lndLOG+U4CtP7Tcek3pO0F3bWJ/ml+Qg8G4j1Z9bjduFtDLMfhuXDl2Os89gqXyazDszCgfgDuLPojkF/ybC6nU47jfcOv4cz6WfQz6Yf1o1Zh+d6PFdlmVFBo6BUKXHytZMyRalbL+x8AYeS71/83LKVJdy7uKO/jeYUyYoLKutjH7fmdDj5MOb/Mh8J2QmY9PgkfDr201p3IOaX5t8v1ioVbYnZiSguL9Yu165VO02xVqloc+3oil7WvWBuZt5cL63ZhVwOweS9k+HSwUUzgImbN57u+rRRHOluShn5GVh7ai1OpZ1Ct3bdqhRoFYWbjYWN3rSjmtS4UXBDU9xVK/aScpKqnN7ZvV137Jm8B4O7DZYxYqYrXMwxZsDK1eUIPBuIImUR/tX3Xw06x18ORcoibI/ejrWn1yI9Px0DbQdi2fBl8HLzgokwQe/PeqOHVQ/8OPVHuUNlTYyIsCduD3zCfZCSmwLPXp7wf94fvTv1BgC4BLjgSdsnsful3TJHqhuRaZE4evWopp9bF3c4WDrwDotalJaXYl3kOvhG+EIIgQ+e/QD9bPpVKdjis+Jx895N7XNMhAmc2js9ULC5dnBtVP8iQ5dbkgvLVpaP7Ot/1BERsoqykHw3Gen56RjtNLrJB1ZhzYeLOcaYbMpUZQiOCcaaU2uQlJOE3p164+2/vY15P86D7yhfLH92udwhsmZSUl6CgKgA+P7mi8KyQswZMAcrRq2A00YnzBs4D+vHrpc7RCaT1NxUvHvoXYReCdXOsza3rvEom7OV8yN9uhVj7NHDxRxjTHbl6nLsjdsLv5N+uHT7EgAgfEa4wfc9ZfV3p/AOVpxYgS3ntsDczBz3yu7hk+c/wXtD35M7NCaz3zN+h1KlhGtHV70arZUxxuTExRxjTG+oSY2w+DCcSjsF39G+BjkaLNONK1lXsPjIYoQlhOHgtIMY23Os3CExxhhjeoeLOcYYY3or857m+nLc14cxxhh7UF3FnLxjmTPGGHvkGfJ1vhhjjDE56cdYq4wxxhhjjDHG6oWLOcYYY4wxxhgzQFzMMcYYY4wxxpgB4mKOMcYYY4wxxgwQF3OMMcYYY4wxZoC4mGOMMcYYY4wxA8TFHGOMMcYYY4wZIC7mGGOMMcYYY8wAcTHHGGOMMcYYYwaIiznGGGOMMcYYM0CCiOSOoVZCiDsAUuWOQ2YdAWTJHQSrE+dI/3GO9B/nSP9xjhqG203/cY7036OeIwci6lTTA3pdzDFACHGOiJ6SOw5WO86R/uMc6T/Okf7jHDUMt5v+4xzpP85R7fg0S8YYY4wxxhgzQFzMMcYYY4wxxpgB4mJO/22VOwD2lzhH+o9zpP84R/qPc9Qw3G76j3Ok/zhHteA+c4wxxhhjjDFmgPjIHGOMMcYYY4wZIC7m6kkI0V0IcUwIcVkIESeEeFuaby2EOCKESJTuraT504QQsUKIi0KI00II90rrekEIES+ESBJC+NSxzZnSehOFEDMrzT8ohIiR4tgihGhRy/N3CCFuCyEuVZu/UortghDisBDCrrHtow+MLEe7pfxcEEKkCCEuNLZ99IGh5ai2eKXHJkvz1EIIoxhpy8jyoxBCZFT6P/LUVTvJychy5C6EiJRiCxNCtNNVO9XyOvSm7So9/oOo9vlf7fEatyOEeEuaR0KIjg1tE31jZDn6SghxrdJnUP+Gtos+MbIcjRZCRAshLgkhgoQQpg1tF1kQEd/qcQNgC2CANN0WQAKA3gDWAvCR5vsA+FiaHgrASpr+O4AoaboFgGQAPQC0BBADoHcN27MGcFW6t5KmK9bXTroXAPYBmFJLzM8CGADgUrX57SpN/xfAFrnbl3NUNUfVllkH4P/kbt9HMUe1xSv9/TgAVwDHATwld9tyfh7IjwLAQrnblHNUZ47OAhghTb8GYOWj0nbS4y8C2IVaPv/r2g6AJwE4AkgB0FHu9yXnqMYcfQXgJbnblHNU83agObCVBsBFWu4jALPkbt/63PjIXD0R0U0iipamCwD8CaArgIkAgqTFggB4ScucJqK70vwzALpJ04MAJBHRVSIqA/CdtI7qxgI4QkQ50nqOAHhBWne+tIwpNG/MGjtAElEEgJwa5udX+rNNbc83NMaUowpCCAHgnwC+rfvVGwZDy1Ed8YKI/iSi+AY1hJ4ypvwYKyPLkQuACGn6CIBJ9WiKetOnthNCWABYAMC3jpBr3Q4RnSeilHo2gd4zphwZKyPKUQcAZUSUIC3X5J9BusbFXCMIIRyh2SsWBcCGiG5KD90CYFPDU2YB+EWa7grNnoAK6aj5x0edywkhDgG4DaAAQEgDXsMqIUQagGkA/q++z9d3xpAjyXAAmUSU2MDn6y1Dy1G1eI2ekeTnLen0nh0Vp/wYEyPIURzu/3ibDKB7Xc/XJT1ou5XQnHVRVEeYD7sdo2QkOVolfQZ9KoRoVcd6DJKB5ygLgKm4303iJTTjZ5AucDHXQNJegH0A3ql2hAtERKi2Z1IIMQqaN+8SXcZBRGOhOdTdCsDoBjx/ORF1B/ANgLd0GZvcjCVHkn/BSI7KVWZoOaorXmNkJPkJBOAMoD+Am9B84RsNI8nRawDeFEL8Ac3pWmW6jK2esQBonraT+k45E1GoLtZnjIwkR0sBuAF4GppTBHX6vyc3Q8+RFOMUAJ8KIX6HZoeUShexNRcu5hpACGEGzRv3GyL6XpqdKYSwlR63hWYPZcXy/QB8AWAiEWVLszNQtfLvBiBDCPG3Sp1k/1HbcpXjIaISAAcATJQ6pFY8//V6vKxvYGCHletiTDmSOuK+CGD3w75+Q2BoOaolXqNlLPkhokwiUhGRGsA2aE61MQpGlKMrRDSGiAZCs9MquTHt8jD0pO2GAHhKCJEC4CQAFyHE8Rra7i/b3hgZS46k0xGJiEoBfAn+DNLHHEUS0XAiGgTNKd8JMCSkBx33DOkGTQfvrwFsqDbfH1U7fK6Vpu0BJAEYWm15U2g6bzrhfkfMJ2rYnjWAa9B09rSSpq0BWACwrbSu3QDeqiNuRzw4AEqvStPzAYTI3b6cowc77kJzTvgJudv1Uc5RbfFWW+Y4jGcAFKPJT8Xzpel3AXwnd/tyjh54rLN0byIt89qj0HbVlnFE7QM3/OV2YHwDoBhNjir9fwgAGwCskbt9OUcP5KjiM6gVgHAAo+Vu33rlQu4ADO0GYBg0h4xjAVyQbp7QdKAMB5AI4GjFGwyaPRB3Ky17rtK6PKGp/pMBLK9jm69J/wBJAF6V5tlAMwJYLIBLAAIAmNby/G+hOb1ICc05wrOk+fuk58YCCAPQVe725RxVzZH02FcAXpe7XR/lHNUWr/SYt5SzUgCZAA7J3b6cnyr5CQZwUXrsB1Qq7gz5ZmQ5elvafgKANQDEo9B21R53RN2jGde4HWhGok4HUA7gBoAv5H5vco4eyNGv0HwGXQKwE4CF3O3LOXogR/7QDOASD83porK3b31uQnoRjDHGGGOMMcYMCPeZY4wxxhhjjDEDxMUcY4wxxhhjjBkgLuYYY4wxxhhjzABxMccYY4wxxhhjBoiLOcYYY4wxxhgzQFzMMcYYY4wxxpgB4mKOMcYYY4wxxgwQF3OMMcYYY4wxZoD+H34LnZ1v2FvIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Variation Trend\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "trend_lst = []\n",
    "for i in range(1, len(steps)):\n",
    "    gnumbers = ((steps[i] - steps[i-1]) * 100.0 / steps[i-1])\n",
    "    trend_lst.append(gnumbers)\n",
    "\n",
    "dates_list = []\n",
    "for date in range(1, len(dates)):\n",
    "    dates_list.append(datetime.strptime(dates[date], '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.title('Growth Rate of Weibo related to COVID-19')\n",
    "plt.plot(dates_list, trend_lst, color='green');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 清洗数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "def cleantxt(raw):\n",
    "    fil = re.compile(u'[^0-9a-zA-Z\\u4e00-\\u9fa5.，,。？“”]+', re.UNICODE)\n",
    "    return fil.sub(' ', raw)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9114"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import emoji\n",
    "\n",
    "cleaned_data = []\n",
    "\n",
    "for index, row in virus_df.iterrows():\n",
    "    val = str(row['Comment'])\n",
    "    val = val.strip(' \\t\\n\\r')    \n",
    "    val.encode('ascii', errors='ignore').strip().decode('ascii') #删除unicode\n",
    "    \n",
    "    res = ''.join(c for c in val if c not in emoji.UNICODE_EMOJI)\n",
    "    txt = cleantxt(res)\n",
    "    txt = txt.replace('网页链接', '')\n",
    "    cleaned_data.append((row['Date'],txt))\n",
    "    \n",
    "len(cleaned_data)    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Most Freq Word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "comment_words = '' \n",
    "\n",
    "for txt in cleaned_data:\n",
    "    tokens = txt[1].split()\n",
    "    comment_words += \" \".join(tokens)+\" \""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud, STOPWORDS\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "mycloudword=WordCloud(font_path=r'/Users/boli/Desktop/NLP Project/chinese.msyh.ttf',\n",
    "                      width = 800, height = 800,\n",
    "                      background_color='white',\n",
    "                      max_words=80, \n",
    "                      min_font_size = 10,\n",
    "                      stopwords=STOPWORDS).generate(comment_words)\n",
    "\n",
    "# plot the WordCloud image                        \n",
    "plt.figure(figsize = (6, 6), facecolor = None) \n",
    "plt.imshow(mycloudword) \n",
    "plt.axis(\"off\") \n",
    "plt.tight_layout(pad = 0) \n",
    "  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sentiment Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Positive:  3426\n",
      "Neutral:   754\n",
      "Nagetive:  4934\n"
     ]
    }
   ],
   "source": [
    "from bixin import predict\n",
    "# > 0 -> Positive\n",
    "# = 0 -> Neutral\n",
    "# < 0 -> Negative\n",
    "pos = []\n",
    "neu = []\n",
    "neg = []\n",
    "\n",
    "for txt in cleaned_data:\n",
    "    try:\n",
    "        if predict(txt[1]) > 0:\n",
    "            pos.append(txt)\n",
    "\n",
    "        elif predict(txt[1]) == 0:\n",
    "            neu.append(txt)\n",
    "\n",
    "        elif predict(txt[1]) < 0:\n",
    "            neg.append(txt)\n",
    "    except Exception:\n",
    "        pass\n",
    "    \n",
    "print(\"Positive: \", len(pos))\n",
    "print(\"Neutral:  \", len(neu))\n",
    "print(\"Nagetive: \", len(neg))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyse all Weibo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kVUReKab8ZMAhIusxBjz/KIOmH/C4NReRMIz+7KlF8k0QkTUishqjZftAGcoeYpZfLib/uX5wTnbWxuDQ0LcDAgMrM3vn0qkb9//V3ZIkESTJNe7P5Uel2I8xgHyRp3nXMJoDdwGzgDSSZCZJchtJ4ut3F5oaio6J6WVEpCEwWSl1bhWUPRV4RCm1qSz5P126ITY/P++jqOjYUUX70yvBtZe0a/jpF3eL/Yre7LPbqO+tgv2YLOBL4B3GquVWi9HUHvy2C8VXUUrtF5GJIhKplEr3VrnmQOi0spj31I37Je3g/oci60Y/HRYZFeotDQDugvwbLuwhGcCgNg043rOlNnAgFGMA+kaS5E+MAeovdReLpqrx9y4Un0Qp9bU3zdssM08pNbm0fO/MWdQx48TxtTFxDScEBAZ51bwBxO4YFNWo9Q1A7qLNLPR2+TWAszEG1veSJK+RJK2tFqSpuWgDryH0Gpogb836/dl6jZqsDI+qc6a575VCRGwdEm9uAOT9ksqu9GyOVVVdfk408A9gE0kyhyQZYbUgTc1DG3gN4KlJXza79anxy5u0avOEIyAgoKrra37OqCZAPQWs3sXqqq7PzxGMQexZJMkCkmSQ1YI0NQdt4H7Oi1/MuL7dWT3XxjRo2K266gyOiG7YpNuwhgAzl7OquuqtAfQD5pkt8rOtFqPxf7SB+ym9hiYEvvJt8uS23XpMCg4NK8tKSq/Sbvi1zYHg9fs4duA4u6u7fj/nXGAJSfIVSdLMajEa/0UbuB8y9v6Hm177ryeWtnJ2vcZms1myTKZR54HN7QFB9QD+3MZKKzTUAK4ANpAkL5IkZ1pQptEUizZwP+Pul/4z5Nwrrl7euEXrLlbqsAcERbYZfFUzgO+WsrbARYGVevyYYIw9cjaTJNdYLUbjX2gD9xN6DU2Qh9+ZdH+/ERfNioqJ9cZe6JWm9eAxjYHItAxytx+m6reardnEAZNJku9IknpWi9H4B9rA/YBeQxOChl465v96Dj73taCQkKrdarUcxDRztgqNblgf4PcNejDTS4wGUkmSC60WovF9tIH7OL2GJkQNv2Lcl72Gnnen3eHwqc9LbLaADgk3tARsP6xgS3be3wJQaCpGfWA6STJJ941rzoRPGYLmdHoNTYg9/9pbpvcakjDaqsHK0mjZ75JGQHSBG7VuL2us1lPDuAFYTZIMtFqIxjfRBu6j9Dnv/MaX3nbv7C59+vv0wo+wmEbN6rXp0QBg9mrdjVIFNAd+JUleJUmCrBaj8S20gfsgvYYmtBx9813Jbbv16G61lrLQ3uhGCfhjCweOZnCw1BM05cUGPAgsI0laWS1G4ztoA/cxeg1N6HDRjXd816bLWU6rtZSV+B7nxWMElGb5Dt0Kr0KcwB8kSV+rhWh8A23gPkSvoQltR15942cde/W2dI53eQkIDotp0Wd0U4Bpy1jjVuhN5quOWGAuSTLGaiEa69EG7iP0GprQ8twrrv6ka79BftFtUpR2Q8c1BUJ3pZGxO42tVuup4QQBSSTJY1YL0ViLNnAfoNfQhPjBF10+qeeQc8sSc9Mnqd/u7JYBoZH1Af7YrLtRqgEBnjenGlb5DpQa30QbuMX0GprQ6KwBQ94+J2GkX08Vs9kdIe2HX9cCkO+WsSGvgFyrNdUSbgCSdVzO2ok2cAvpNTQhpmXHzi8Pv3xsoq/O8y4PrQde3giok5VHwaYDrLNaTy1iKLCIJGlhtRBN9aIN3CJ6DU0IBe49cfSIO+vkycNW6/EGkQ1btYxq1DoOYO5avUNhNdMBw8R1CLdahDZw67gWaJp2YP/2D194/KP9O7f7fYtVRGwdzrupJWDX4dYsoQHwM0nSxGohmupBG7h1bAPsQGhOVlbBxy8/882GFUt/t1pUZWne+4JT4dbW7Nbh1iygGfCT3tGwdqAN3CKWzp0zB3gLI/htXZTiu/ff/nVR8sypbpfLZbG8ChMcEd2wcbehjUCHW7OQ9sBskiTKaiGaqkUbuIUsnTsnBXgeUBi3v/w2fcqa7ydP/DgvJ8dvd/ZrP+zaZkDQur063JqFnAV8T5KEWi1EU3VoA7eYpXPn7ACeBfYD8YCs/XPxnqQ3xk88efyYX+4r0qjLoOb2gKD6AEu36Va4hfQHppIkgVYL0VQN2sB9gKVz5xwFXgaWYuw+59i/c/uJSS8+OenQnt2bLBVXAewBQZGtB42JB/humQ63ZjHnAZ+TJHarhWi8jzZwH2Hp3Dk5wHvAd0A8QnDWyfS8SS89+eWWNSsXWSyv3LQZclUTIOLISXJ0uDXLuQx432oRGu+jDdyHWDp3jnvp3DnTEp7vczDxpX5jg6MCY5Xbrb75739+WvJz8gy32+22WmNZiWnmbBVSNy4OYP5G3Y3iA9xIktxrtQiNd9EG7kM4E51N7pp+12312te9P7ZNnaYjJvQfU7d5ZEuAud9+sSI56ePJ+bm52VbrLAtGuLUbC8OtbdXh1nyCV0mSAVaL0HgPbeA+gjPRGR3bIvbZ5r2avykiDoCw2JCYhOf7XNL0nLgeAKsW/rbzq7dfnZiZfuKItWrLRqv+lzYCovNduHW4NZ8gAPiaJGlotRCNd9AG7gM4E51B9gD73UPvGToyMCTwtLBZASGOsAEPdk/sOLrVUMC+e8umYx+Pf/rDIwf2batMnTM/fp/7Rg3m/guG8Po/7iAvN+e047O/nMwDFwzlwdHDeWzsRezeYoylblj+Jw9cOIx/XZrIvh2GhMz0Ezx74xiK9vCExTRqVq91dx1uzbdoAEzROxjWDLSBW4wz0SnA2P439780qmFUXHF5bHabo/s17Qf0ubvrRQhB6ceO5kx64YnPt69PXVqROtMO7mfWpx8yYcqPvDHzV9xuNwt+mH5angGjLuY/M+fy2rSfGX3znXw8/mkAZnz0Ho+//yk3PPoMc778FIAp777BJbfdi832969T+4QbWqDDrfkafYHnrBahqTzawK2nZ8veLce0GdCmc2kZWw1p0jnhuT5jAsMCol0FBe4v33pl1vLff5ml3O5yR8BxuQrIy8nBVVBAXnY20fVP/+0IDY849TwnKwsRY7NEu8NBbnY2udnZ2AMcHNi1gyMH9uE8p/goX57h1lbs0EvrfYh/kSTnWi1CUzm0gVuIM9FZLyw67K7+N/fvI4UOWQr1O0Q3H/lK/zGRTcKbAcz+YvLSn75J+rwgP6/M+2/HxDXkwhvv4Pahvbh5QDdCIyLo1n/w3/L9+PlH3HluHz599XlufMxosF1y6z289ch9TH3/bUaOu4GkN8Zz1X0Pl1hXQEh4bMs+o5sAfLeM1Trcms8gwGSSpL7VQjQVRxu4RTgTnQ7g5mH3DxsQFBYUUeoJHoTHhdZLfLHvpY3OqtcVIGXeT1unvPvmB1kZJ8u0+1/GieMs/WU2//15CRN/X0FOdha/zfj2b/lGjLuB//60mGsefIxv330TgBYdnIz/6nuenTyFA7t3UbdeHCjFaw/cxpv/vJvjR/6+M26boePiMcOt7dHh1nyJBsAnJJWt8aDxPbSBW8eI7pd2HxXXJq5lRU4ODAuIGPxIz5HtRjYfBNi2r0898snLz048dujgztLOXb14PvWbNCUqOgZHQAC9zx3JxhXLSszf7/zR/PlL8mlpSim+ffcNLrvjfr5+53WueegJhl8+jh8+/fBv58e1O7tFQGhkHMDiLXow08dIBK6zWoSmYmgDtwBnorNNRL2IcV0v6FqpAMY2hy2w540dB519q/MCIPD4kUPZHzz/+ORdmzeuONN5sQ0bs2nVcnKzs1BKsWbxApq0PD0OQOEME4CUeT/TsNnpwV7mTfuG7oOGEVGnLrk52dhsgths5OX8fZq6ze4IbT/82uaATNfh1nyRl3VINv9EG3g140x0BgO3Dbx9YBdHkCO4suWJiLQ9r1m34U+fc6Uj2B5VkJ/n/vz1F2esXjz/J6VUsf3Nbbt2p0/C+Tx0yXk8cOFQ3MrNuVdezRdvTWDp3NmA0f9936jBPDh6ODM/fp+7x7956vzc7Cx+/e5rEsdeD8AF19/GC7dew0cvPknCldcUq7P1wCsaAXUycnW4NR+kPsaumBo/Q0r4H9dUEc5E58Ut+7S8Zdi9w0Z4u+z0fRkH576w9IeMA1m7Ac45d2TbgRdecqnDEWD5bnRKKfd3Dw38On3/1o3nOml2z3lcb7UmzWm4gF6MVWe8e9P4FroFXo04E52N7QH2C/tc26dXVZQf2Sg8bsT4fpc16BzTCWDJT7M2fTfxnUk5WZknqqK+8iAito7n3dQKsP+cys6T2Ry3WpPmNOzAO3pA07/QBl5NOBOdNuDqPtf2aR9aJzS2quoJigiMHPLY2Re0SYjvB9i2rF5xcPIrz088nnZ4T1XVWVaa97mwMRCrgNW79WCmD9IHuMFqEZqyow28+uhVp0mdXm0Ht+1R1RXZA2xBZ9/qHNbj+g4jgIC0A/syJ73wxCd7t2+1dD+S4IjoRo276nBrPs54kqSu1SI0ZUMbeDXgTHRGANf0va5vW7vDXi17UIiIdLigZc8hj/a63B5oi8jNzi6YPOHZqeuW/fGrleMe7YZf05zCcGsndLg1H6Qe8ILVIjRlQxt49TCqXqt6DRp1bNSpuitu3KN+mxEv978qNDa4IcD0D9/9fcEP075xFRRYEiWncZfBp8KtLduqW+E+ym0kyVlWi9CUjjbwKsaZ6KwHDO9zXZ92YhNLrned+IiGIyf0v6Jeu7rtARb8MG3dzI/f/yg3OzujurWY4daaAUzV4dZ8FRvwpNUiNKWjDbzqGdmwQ8PI+q3rV3vr25PgqKA6w54+56IWgxr3BmR9ypJ9n7/+4vvpx44eqG4tbQaPaYwZbm3HYfwu5mct4SKSpL3VIjRnRht4FeJMdDYABve+prezrJtVVSWOQHtw37u7Du82rt15gOPgnl0nJ73wxKQDu3duqE4dMc0763Brvo8A/7RahObMaAOvWi5o2q1pZEzzGJ9pyYhN7M5LWp8z8J89LhW7hGZnZuR/9NJTX21ambKg+jScCrcm369giw635rNcTZI0tlqEpmS0gVcRzkRnE6Bvj8t6tPeBxvffiO/doP2I8f3GhtQNqo9SfPveW78snv39d26Xy1Ud9bfqf0kjIEaHW/NpAoEHrBahKRlt4FXHRXWb1HXEtoj1mdZ3UaJbRjUeMaH/ldGtoloDzJv2zepZn036JC83J6uq6w6LadwsttVZDQDm6HBrvsyteqMr30UbeBXgTHTGAT16XN6jmVUzT8pKaHRwdMKzvS+O79uwFyBr/liw+4s3J0zMOHH8UFXX3cEMt7bYCLdW5fVpKkQEcKfVIjTF49Pm4scMdAQ5aNKlSZWvuvQGjmBHaP8HzkpwXtZ6GGDft33r8UkvPvnh4X17NldlvfE9Ez3DrelWuO9yH0lS6Z0zNd5HG7iXcSY6Q4BhZ118VmxAcECo1XrKis0mjm5XtevX7/5uF4tNgjPTT+RNevHJL7auXf1HVdUZEBIe26L3RU0BpqXocGs+TH3Qu0f6ItrAvU8PILB1v9Z+0fouSosBjTslvNDnqsDwgBi3y6W+fvu12Ut/nfO92+12V0V9bYeOawKE7jxCxp6jbCv1BI1V6G4UH0QbuBcxdxwc1eLsFkHhseGNrNZTUeq1rRt//qsDxtSJj2gJ8PPXn6fM+XLyp/l5eTneriuu/TmtAkIj6wMs3sxKb5ev8RqdSZKOVovQnI42cO/SFohrP6x961Jz+jhh9UJiz3uh78VNesV1B1gx/9cdX7/z2sSsk+lp3qzHZneEtB9+bQsAHW7N5xljtQDN6WgD9y5DxSY59dvUrxEtlYBQR/jAf3ZP7HhRy6GAfdemDUc/Hv/MB2kH9m/3Zj2tBlx+KtzaZh1uzZe50moBmtPRBu4lnInOMKB7u8HtwgJDAsOt1uMtbHZbQPdrOwzofWeXCxGCThw9kvPhC49/tnPjuhRv1RHVqHXLyIatGgD8uk7PRvFh2updCn0LbeDeowNgb9W3VY1ofRel9bCmXc59pveYgFBHXVdBgTvpjZe/X7lgXrJyuys9c8QMt9YSsP+0hp0nc3S4NR9Gt8J9CG3g3mOAzWHLqte6Xo00cIC4TjHNR77SfxrxuDMAACAASURBVExk47B4gB8//2jJL99+kVSQn1/pfuvTwq3tYnVly9NUGdrAfQht4F7AjLjTucPwDnUCggJCrNZTlUQ0CKuf+GK/yxp2q9cFYOncOVu+/d+bH2ZnZlSq1RwcEd2oUZfBjQC+X6G7UXyY5iTJOVaL0BhoA/cOHQFa9Grhs/ueeJPA8ICIwf/ueX67Ec0GArZt69Yc/uTlZyceO3xoV2XKbT/82mZA0No9HNXh1nwaPRvFR9AG7h0GARnR8dEtrRZSXdgdtsCeN3Ua3OvmTqOAwGOHD2Z9+Pzjk/ds3VTh1nPjrkNa2BwB9UCHW/NxLiepfFtsiogSkdc8Xj8kIk97W5iIPFrk9SIvlRsiIr+JiN0jLVJE9ojI2x5pV4rIahFZKyIve6TfLiJrRGSliCwQOX1OvYjEi0iGiDxkvg4Ukd9FxHEmXdrAK4kz0RkOtI9rG6eCwoNq1a5tIiLtRjQ/a+gTZ19hD7JH5Ofluj599YVpa/5Y+HNFAifbA4Ii2wy+6lS4NZebatnaVlNuGgOdy3lOLnCJiMRWgR5PTjNwpVRfL5V7IzBVKeX5nXwO+L3whYjEAK8Aw5RSnYAGIjLMPJyklOqslOoGTABeL1L+68CPHrrzgF8oZcxBG3jlaQHQsnfLFlYLsYpG3eq1GvlK/3HhcaGNAb7/5P2Fv02f8pWroCC/vGW1GTSmCWa4te2H2eh1sRpvMaic+QuA9ylmf3ERqSci34rIUvPRzyP9J7M1+4GI7Cz8ARCRaSKSYh671UwbD4SYrdzPzbQM8++XInK+R50fi8hlImIXkVfMeleLyG0l6B8HTPc4vwcQB8zxyNMS2KyUOmy+/hm4FEAple6RLwz+2vdHREYD24G1ReqcZtZbItrAK08HwBXXNq7WdJ8UR1Tj8LjE8f0uj+sU3RFg8ezvN0z74J1JOVlZ6aWd60lMiy5/hVvboLtRfJjyGjjAO8A4EYkqkv4m8B+lVC8Mw/vATH8KmGu2ZqcA8R7n3KiU6gH0BO4VkRil1CNAtlKqm1KqqPF9BVwBRvcEMAz4AbgJOGHW3Qu4RUROa4yZ+VsqpXaYr23Aa8BDRerYArQTkeZm18dooKlHOXeJyFaMFvi9Zlo48DDwTDHXK9XUVCLawCtPD4TjdRrXqbUt8EKCIwOjhj5x9oWthjXtC8imVcsPfPbaCxNPHE3bV9YyjHBrN7RAh1vzdQaU9wSzFToZ07w8GA68LSIrgRlApGls/YEvzXOTgWMe59wrIquAPzBMsk0p1f8IDBGRIGAE8LtSKhtIAK41614CxBRTViyctjbhTmCWUmpPkfd3DLgD48diPrAD/uoGVEq9o5RqhWHYj5vJT2P8eGUUFWx21+SJSERJb0obeCVwJjrrAvXjz4oP96etY6sSe4A9qPftnYd1v67DSCDg8L49GZNeePyjfTu2Fb09LJGW/S5tjBlubf1eUqtOraYS1CdJOlTgvDcwWr1hHmk2oLfZcu6mlGpcnKEVIiKDMUy/j1KqK7ACOON+5UqpHGAecB5Gv/JXhcUB93jU3UIpNafI6dlFyu8D3C0iO4BXMX4Axpv1zFRKnaOU6gNsBDYVI+dLjNY5wDnABLOs+4FHReRuj7xBQImbyGkDrxwtAdW0W9P4UnPWIsQmto4Xtuw5+N89L7M5bGE5WVkFn0x4dsr6lD9/K8v54bEe4dbW6G4UH6ZPeU9QSh0FvsYw8ULmAPcUvhCRbubThfzV7ZEA1DXTo4BjSqksEWkP9PYoK19EAkqo/ivgBoy7h2QzbTZwR+E5ItJWRDx/XApb1nYRI6iFUmqcUipeKdUcoxtlstl9g4jUN//WxWipf2C+9mzVnw9sNssaoJRqbpb1BvCiUupt85wY4IhSqsSxJG3glcMJ5NVtXLeB1UJ8kSY949qOmNBvbGhMcAOUYtoH78xbMGv6ty6Xq6C0cwvDrS3azH4dbs1nObuC572G0S1RyL1AT3MQcR1wu5n+DJAgIqnA5cAB4CSG+TpEZD0wHqMbpZD3gdWFg5hFmIPRd/+zOcsDDINdByw363kPKG7q3hyMLp3SeNN8DwuB8Uqpwhb43eaA60rgH8B1ZShrCEY/fYlIRaZ7aQycic5XAddV/3fV1f68/3dVk30899hvE1JmH9l4bCNAx569GyeOu35MUHBIiZt+5WdnHPn85nZTUWr/fYn0HdaJc6tPsaaMLGesqrLAJWZ/tUspVSAifYB3zWl41Y6IdAceUEpdU411TgUe8fgR+Bu6BV5BzNBp0Ta7LSekTkh9q/X4MiF1guoOf+qci1oMbHwOIOuW/bE36T/jJ548fvRASecY4dYuNMKtLdPh1nyUziRJUBWWHw8sNQcr3wJuqcK6zohSajnwq+dCnqrEnPky7UzmDdrAK0MDwN2wY8MYu8N+xtVSGnAE2UP63tM1oeuYtucCjgO7dqR/+MKTkw7u2VXiXO+2Q8Y1pQaFW2t+H3R+GLr9G3o+fvqx134AGQdHThZ/buLLUOcWGPXK6enj3oEuj8CjX/2V9vx3MG2Zd7WXQABQZS1ipdRmpdRZSqmuSqleSqmlVVVXGfVMKrKQpyrrylNKTS4tnzbwihMH2Bu0axBntRB/QWxi63x5mz4DHux+idglNDvjZP5HLz311ebVKxYWlz+uQ+9WASHh9QH+2FwzBjN/fRxWvgTLnv8rbXcazFkD8TEln/fP8+HTO05PW70LQgJh9XhYug1OZMH+Y7BkK4zuWTX6i6EiM1E0XkIbeMVpAeRFx0frAcxy0qxvww6JL/YdE1wnsL5yu9WUd9/4eclPs6a7Xa7TWjc2uyOk3fDrWgBMW8b6vALyii/Rv3ngU5hwFZxpd5FhTogoMlEuwA7ZeeB2Q74L7DZ4cgo8c2nV6i2CnoFlIdrAK04bIDOifkQ9q4X4IzGt6zQdOWHAldEto1oBzJ361cofkz6anJebm+WZr/XAK2pMuDURSBgPPR6D9+caadOXQeNo6Nqs/OV1aAz1IqH7Y3DBWbDlALgVdK/eJWXawC1E991WAGei046x+utASGRI3dLya4onNCY4+tznel+y+O1Vv+5afCBl9aL5u44ePPDBxbfcPTY8qk4sQFSj1i0iG7ZqkL5/6/Ff17GyU5Oq63OtahY8aZj1oRNw7nho3xBenAFzHql4mW94zIm44FV47yZ4YRqs2gXnOuGWoZXXXQrawC1Et8ArRl2Ma+cKDAssuq+DphwEBDtC+z/Q/Tznpa2GAvY9Wzcf+3j80x8c2LVjL4CI2Ducd2MLakC4tcbRxt/6UXBxT/htA2w/DF3/bQxw7jlqtKYPVOAdTl8GPVpARg5sPQRf3wtT/oSsSsdKKhVt4BaiDbxi1AFUWHRYkCPQUZXTqGoFNrs4uo1t37/vvV1HIwSfPH4s95OXn/1+95ZNvwK06H1hE8xwa2v8NNxaZg6czP7r+Zw10KslHHoXdrxpPJpEw/IXoEE5NyXOL4A3kuFfo4w+8cKudJcb8kpdMlVpmpaeRVNVaAOvGFGARMdHR1otpCbRclAT53nP9x0TGB4Q7Xa7Dn/22gvbcrIyHwiKiK7fqPMgI9zaSv+cjXIwHfo/a7S2z34Szu8GiV1Lzr9sG9w88a/XA56Fy9+CX9ZCk7thtsfP2Ds/wXUDIDQIusRDVp4xXbFHC6gT9veyvUwoSVW+x7emBPRKzArgTHSeC4ztmNDR3u+GftW2Mqu2kHEo68i8l5b9cHzXSQW899Dr70TtXDrr2QX/u38ukDvxZm6Ki6KJ1To1p+jBWLXcahG1Ed0Crxj1gLyw6LASl4JrKk54/dDYhBf6XNqwW2w8MOzKbm1mr0v+8F2M687Sbf7ZCq/B6H5wi9AGXjFigNyQqJCqv0GtpQSGBoQP+XevAe1HtUjoNTQh7uiONXMBO8C0ZaTqcGs+hTZwi9AGXjGigTxHkCPQaiE1GZvDFtDj+g4DLv/43AeA3Ri70UUcStfh1nwMvRbCIrSBV4woIF/vgVL1iIgERQQ+POznN5KCYqN+w9wTesFG3Y3iQ+j/A4vQBl4xggCXPUAbeDUypu9nTz4X0ig2BJCZy9mSk0dWqWdpqgPtIxahL3zFCADcNodNG3g1YnPYe5797oOJ0T3bt8134V63lzVWa9IA5tiEpvrRBl5OnIlOwTRw3YVS/TjCQup0eeamy5pdOaydDrfmM2gfsQh94cvPKdO2B9hLir2nqULsQQGOVjeNuvL4xWNb6nBrPoFugVuENvDy4wAjOozNbtNfXIsQm0jDhLOHbwptmW61Fo02cKvQBl5+AjAN3O12uy3WUutJj2qg74KsR/uIRegLX35OtTZc+a58K4VoICMsWo9DWI9ugVuENvDyc2oFoDZw68mKjNWLqaxH+4hF6AtffvIxd+x05blqZIgvfyIrMlZv56uptWgDLz+nDLwgr0C3wC0mp049vR+N9Ry2WkBtRRt4+XFhDGKKK093oViNCgiy5xZQ9XFnNGfigNUCaivawMtJanKqAnIBW35evjZwHyDbZddL6q1lv9UCaivawCtGLmDPPp6dabUQDWQSqMcirEW3wC1CG3jFyAXs6QfST1gtRAOZtlB9J2QtugVuEdrAK8ZxIPDYnmPawH2ADEe4Du5gLboFbhHawCvGISDo6O6jGcqt9GpMi8kI0rGlLSSDsSrDahG1FW3gFeMAEKTcSuVl5520WkxtJyM0Wn+PrUO3vi1Ef/ErRhrmXPDcjFzdjWIxWeExejm9dej+bwvRBl4xTgBugJyTOXo3PIvJ1MvprUQbuIVoA68Yp0z75OGTR6wUooHsyNhgqzXUYjZYLaA2ow28YpzAvHZpO9J0H6DF5EZGh7qVscWvptpZabWA2ow28IqRCWQDAfvW7tMGbjV2h+QWSLbVMmop2sAtRBt4BTCX028Dwg9vPXyiILdAm4fFZLkd+jOofk4AO6wWUZvRBl5xNgFhABlpGboVbjGZBOnl9NXPasYq3XVlIdrAK85uzKmE6QfTtYFbjF5Obwl/Wi2gtqMNvOKcmj6VtjNNT6WymIzACL0itvpZbLWA2o428IpzBGNvcPuu5bt2Wy2mtpMRHCVWa6iFLLJaQG1Hr2CrIKnJqS5nonM3UPfQ5kPHc07mHAuOCK5bXfXn5+Tzf6P+j4LcAtwFbrpe2JUR/x7BWyPfIicjB4CMIxnEd4/n5s9u/tv5x/Yc48t7v+TY3mOICLd+fSsx8TF8euun7Fu3j07ndWLUE6MAmPPqHBp0aECX87tU19srNxmh0Tb0MGZ1spOxSt95Wow28MqxGrgASD+66+i2Rp0a9aiuih1BDu6adhdB4UG48l28OeJNOgzvwL2z7j2VZ9K1k3COdBZ7/md3fEbCPxJoN6QduRm5iE3Yt3YfAcEBPLzgYf578X/JTs8mLyuPnSk7SXgoobreWoXIiogJIM1qFbUK3X3iA+gulMqxEXMgc9+6fduqs2IRISjciOfrynfhLnCbSgxy0nPYPH8zXUb+vdV8YMMB3AVu2g1pB0BQeBCBoYHYHDbyc/Jxu924ClzYbDZ+fOlHEh9JrJb3VBl0cONqZ47VAjS6BV5Zdph/bVvmb9ne47IeSkSqrS/W7XLz6pBXObL9CP1v6k/zns1PHVs9azVtB7YlOPLvq8wPbT1ESFQIk66dRNrONNoOassFT11Ag3YNCIsJ49XBr9Lril4c3n4Y5VY07dq0ut5ShcmOig2xWkNtQSkKRJhhtQ6NNvBKkZqcmuNMdG4CGp08fPJYZlrm/vDY8EbVVb/NbuNfv/+LrBNZTLpmEvvX7adhx4YALP92OX2u6VPsee4CN9sWb+Oh3x6ibpO6fHLjJ/yZ9Ce9r+nNJS9dcirfxKsmcsXrVzDntTnsS91Hu8Ht6HNd8WVaTX543WCXG5fdht1qLbWA3xmrdIeVD6C7UCrPMiAC4Mj2I9XajVJIaFQorfu3Zv0v6wHISMtg1/JddEzoWGz+Oo3q0LhzY2Kbx2J32Ol8fmf2rN5zWp41s9bQpGsTcjNzObL9CNd/dD0rZ6wkL8t318tkF9h0cONqQITvrNagMdAGXnm2gLGR0rY/tlXbzmwZRzLIOmH4VV52HpvmbSKubRwAq2asotN5nQgIDij23Pju8WSfyCbjiBFIZfPvm4lrF3fquCvfxW//+41h9w4jPyefwl4h5VYU5BdU5duqFFluR47VGmo6ytg0TBu4j6C7UCrPHiAPCNi6aOvevtf3rZbphOkH0/n8zs9xu9wot6Lb6G50Oq8TAMunLmf4fcNPy79rxS4WfbSIMW+NwWa3cdGzF/HO6HdAQZNuTehz7V9dI/M/mE+vMb0IDA2kUadG5GXn8XK/l+lwbgdCo0Kr+q1VmEwJzjM+Ck0VspSxaq/VIjQGovRWBpXGmei8AegN7B/+wPChLc5uMcBqTbWRYd+/vMtp3x9vtY4aziOMVS9bLUJjoLtQvMMfQCDAxl83rrFYS61FL6evFqZaLUDzF9rAvcNmIAsI2r1y9+GsY1mHrBZUG8kIqaOX01chbsU6xqrNVuvQ/IU2cC+QmpxaAMwHYgH2rt2rW+EWkBkao6cQViE2YYrVGjSnow3ceywDYw7yujnrUvXYQvWTGRFb/LQbTaVRChfwodU6NKejDdx7bMMIdhxyaPOh48f2HNO3mtVMVpQOblxVuNxMY6zaZbUOzeloA/cSqcmpbmAeZjfKhl82LLFUUC0kOyrWd+c4+jkOO69arUHzd7SBe5fFGNdU1s5euzXrRNYRqwXVJtzBYQH5LnRkHi+TV8AKxqo/rNah+TvawL1IanLqQWAFUB9g+x/bdSu8msl26eX03sZhR8/79lG0gXuf2UAwQMqUlFUFuQV6eXc1kqkCc63WUJPId3HAJnxrtQ5N8WgD9z6bMeJlRuZm5ObvTd273GpBtYlMCdFr6b2ITXiDscp3N8Cp5WgD9zLmYOZMoC5AypSUJW6X22WtqtpDhiNcX2sv4XKTY7fxntU6NCWjDbxqWAFkA0FpO9LS96/br1vh1URGUKTVEmoMbjefMFYdt1qHpmS0gVcBqcmpOcCPQBzAks+XzHe73Po2tBrICKljtYQagdtNfoBDD176OtrAq455QD4QmLYz7eTeNXuXWaynVpAVFqO3SPYCmXn8l7Fqu9U6NGemVAMXEZeIrBSRVBH5RkTKtVhCRBqJyBTzeTcRGelx7EIReaT8soutZ7SIPGk+v11E1pi6F4hIxyJ540UkQ0QeMl83FZFfRWSdiKwVkfuK5L9HRDaYxyaYaZ1F5OOS9KQmp57E6AtvALDok0XzC/IK9AyJKiYzMjbQag3+Tk4+JyKCedxqHZrSKUsLPFsp1U0p5cTYLf/28lSglNqnlLrMfNkNGOlxbIZSanx5yjsD/wL+az5PUkp1Vkp1AyYArxfJ+zpGF0chBcCDSqmOGPt631Vo+iIyBLgI6KqU6gTGijSl1BqgiYicaf/pX4FcIDj9QHrWjqU7FlXqHWpKJStSL6evLCezeYKxKsNqHZrSKW8XynygtYhEi8g0EVktIn+ISBcAERlktnpXisgKEYkQkeZm6z0QeBa40jx+pYhcLyJvi0iUiOwUEZtZTpiI7BaRABFpJSLJIpIiIvNFpH1RUSLSFshVSh0BUEqlexwOwwx5ZuYdDWwH1hamKaX2K6WWm89PAuuBxubhO4DxSqlc87jnVrEzgTElXazU5NRM4FvMvvBFHy9anJeVd7L0y6ypKLlRsaF6H7GKczKbLfUiedtqHZqyUWYDFxEHMAJYAzwDrFBKdQEeBSab2R4C7jJbvgMwZmIAoJTKA54EvjJb9F95HDsBrAQGmUmjgNlKqXzgfeAepVQPs/zCVrYn/YDTZnqIyF0ishWjBX6vmRYOPGzqL+l9NgfOAgpXUbYFBojIEhH5TUR6eWRfZr7PMzEfOAGE52bk5q+ZtWZ2Kfk1lUAFBNrzXOjFUxWkwM1tjNU/gf5CWQw8RERWYpjVLowtJfsDnwIopeYCMSISCSwEXheRe4E6SpVrAcBXwJXm8zHAV6bh9gW+MTW8BzQs5tyGwGHPBKXUO0qpVhiGXdif9zTwH6WKvz006/sWuN+jFe8AojG6Vv4JfC2FUX7hENDoTG8qNTk1F/gSqAew/Nvla4/uPrrlTOdoKkeWy5Fdei5NUY5m8FPdW9Rcq3Voyk55+sC7KaXuMVvSxWL2Z98MhAALi+vuOAMzgEQRiQZ6AHNNfcc96u+mlOpQnEbM5evF8CUw2nx+DjBBRHYA9wOPisjdACISgGHenyulPMNG7QGmKoM/ATfmjoNmnWUxi6XAJsw9UhZ8sOAHV4FLTyusIjLRy+nLS4GL/OAAbrFah6Z8VHQa4XxgHICIDAaOKKXSRaSVUmqNUuplDNMqauAngYjiCjRbxUuBN4HvlVIusxW8XUQuN+sSEelazOnrgdaFL0Skjcex8zGWt6OUGqCUaq6Uag68AbyolHrbbFF/CKxXShUd8JwGDDHLbYsR+7Jwl8G2QGpx78eT1ORUF0Y3UwjgOLjp4PFti7f9Vtp5moqRYQvVOxKWk2OZ/C/0BrXTah2a8lFRA38a6CEiq4HxwHVm+v3mgOVqjDnQPxY571egY+EgZjHlfgVcbf4tZBxwk4iswhh4vKiY834HzvLo2rjbnPK3EviHh76S6AdcAwz1GIQtnC0zCWgpIqkYrfnr1F/hdoYAP5RSNgCpyam7ge8xu1zmfzB/kY6dWTVkBoTr4MblICOHg/Ui8cp0Xk31IjUl9JeIvAnMVEr9XE31BQG/Af3L2tfvTHQGAy8AAqS3GdCm6aA7Bt3g8cOj8QLd5n60c1DuqmZW6/AHXG7U1kMktP1H9fzfaLxLTVqJ+SJQnRFZ4oFHyjNQay6x/wiIAWTz/M27dy7buaCqBNZWMkLr1qTvdZWy+QCfafP2X2rMF10pdVApNaMa69uslJpXgVPXYkTuaQQw9//mzjt56OQeb2qr7WSFx+rl9GXgcDq7txzkZqt1aCpOjTFwfyE1OVUBX2DMXol05bvcv/zfL1MK8nTgB2+RGRkTZLUGXyevgPxNB7hs1CslzyrT+D7awC0gNTn1BPAuxvxyx+Eth0+snL5ypsWyagzZUfX0cvpSWLmT5/o9rf60WoemcmgDt4jU5NT1wHSgCcCKqSvW7Vu7L8VaVTWD3PC6IW5FzRidrwI27GP+89N43modmsqjDdxavseYox4H8NN/fkrOPJZ50FpJ/o/Y7ZJTIDq4cTEcTufQ3LVcPCOlhkw/q+VoA7eQ1OTUwr1eBAjNy8wr+Om1n77Iz87PtFia35PldugxhSLk5JG3eAtX3PmRSrNai8Y7aAO3mNTk1MPARIx9wx2Htx4+Mf+D+V/opfaVI5MgvZzeg3wXrh9W8uCFryq9ArgGoQ3cB0hNTk0BpmLMLZeti7buXfHdiu9qyiIrK8i0h+kfQBO3G/XdUt7/ZD7vWK1F4120gfsOMzB2c2wKxqDm1oVb9c5wFSQjIEIvpzeZtZJpny3kH7rfu+ahDdxHSE1OdQMfA9swt8z99Z1f5x/YcGCllbr8lYyQOnp7AmDeen5//1eum5Gi9JhADUQbuA9h7h3+NsaujTEAs16aNTNtR9oGS4X5IRmh0bX+u52yndWvz+LSGSlKR4GqodT6L7mvkZqcehxjq9tAIMKV53JPf2r6N2k70zZZLM2vyIqIqdXBjTfsY9urPzBqRoo6Unpujb+iDdwHSU1O3QP8B6gDhLvyXO4ZT834+ujuo5stluY3ZEXG1trl9DuPcOCt2VzwxSK122otmqpFG7iPkpqcugF4HWO5fVhBboFrxpMzvjq259hWi6X5BdmR9UKs1mAFO49w8L1fuPy/P6l1VmvRVD3awH2Y1OTUtRgmHguE5efku2Y8NePL43uPb7NYms9TEB4ZVOCmVk0lXLuHXU9N4eoXpyu9RXEtQRu4j5OanJrKXyYempeVVzD9qelfHNl+ZL3F0nye7AJbrQluvHgzG5+Ywp1HM/nFai2a6kMbuB+Qmpy6BmNgsz7mkvtpj0/7Zveq3UsslubTZKmAWjF17sdVrHhpBrcUuJil53rXLrSB+wmpyamrMEw8BohSbqWSxycnb5i7YbbSSzaLJVOCa/Re12437qSFzH/3Z66fkaLma/OufWgD9yNSk1NXYoSOCwTqAcyfOP+PlG9SvnG73LWqv7csZNTg5fT5BeT/7xd+/PIPbpiRolZbrUdjDdrA/YzU5NStwHNAJmZYthXfrVj/2/9++yQ/J19voepBZmBkjWyRZuWS8+osvk5ezS0zUpSelVSL0Qbuh6Qmpx4Angd2As0A2bJgy56ZT8/8X/rB9F3WqvMdauJy+r1HOfTUt7y/eDP3zEhR+63Wo7EWbeB+SmpyajrwGrAUaAE40namnZzyzymf7EzZuVB3i0NmWLTdag3ewq1Qv6Sy6r7JvLZxP4/OSFHHrNaksR7R/+j+jTPRaQdGApcCR4F0gM7nd27T8/KeFzuCHLVyQQtA7Jblh8Ztnlzfah2VJSOHk+/8xKKFm/gC+GJGig5ErDHQBl5DcCY6OwB3Ygxw7geIbREbOfz+4ZdH1I9oYqk4iwg9tDv9lpTXIq3WURk27GPbyzP5LS2D/wIpeqaJxhNt4DUIZ6KzLnAL0AnYDRTYA+22gbcO7N+yd8uBNrutxnQplAVbbnbBPXP/7bBaR0XId5H/7Z8sTVrE98BEvSmVpji0gdcwnIlOBzAKuBhIw+xSady5cWz/m/pfEBkXGW+lvurmjpn35wY68KuNrQ6nc/iVH1iwYR+TgOQZKarGTofUVA5t4DUUZ6KzI0ZrPArYC7gQ6Hd9v17thrQbbg+w14rtVq+f9uDxqCBXHat1lIUCF/m/rGX1h/NYkJPP2zNS1BarNWl8G23gNRhnojMUuAg4D6MlfhSMvvFBR4eqswAABd1JREFUtw8aFR0f3cZKfdXB5dP+fbBRUHac1TpKY/MBNr6ZzNpdafwEfDYjRWVYrUnj+2gDrwU4E52tgZswIt/vA/IBulzQpW2X87skhESFxFipryoZOf3ZPW0Cj/rsIO6xTI58Mp9lc9eyDfgcWKwHKjVlRRt4LcGZ6AzEaIlfDOQAhwDsAXZb72t692gzoM3ggOCAUCs1VgUDZ72+8yzZ1cxqHUXJyiPjx5WkfLaQnS43s4GZOvSZprxoA69lOBOdTYCrACdGl8oJgJA6IYF9ru3Tp1mPZn0cgQ6/GvQ7E91/+WDngLxUnzHwfBd5CzeS8t5ctmfmsg6ju2Sn1bo0/ok28FqIM9EpGAY+FmgIHMbYW4WIuIiQ3lf37tukS5OejkBHsIUyvUK7Rd/uSjwx3/KZNzn5ZKdsZ+Unv7PrwAn2Al8Ay2ekKLfV2jT+izbwWow55fAc4AogEjiI0b1CSGRIYM8re57V4uwWvYPCg/xiFkdxNF49b99le6c1sqr+Y5kc/n0Dy5IWcTg7jyzgG2CBXk2p8QbawDU4E51BQH/gEiAUo2vlJIDNbpNuo7t1aDuobd+IehGNLZRZIepuTz1y7YYPYquzTqVgVxpbfljJiuRVZGIMGicDc/TsEo030QauOYUz0RkM9MCYelgfw8TTCo+3HdQ2vt2Qdt3rtazXwV/mkQcfPZBx25Lx4dVRV76L/LV7WPnlYjau20sBxrWbCSydkaL0Vr8ar6MNXPM3zA2yOmGs6GzLX7NW3ADBEcEBnc/v3KF5z+ZdoxpFtRAR3922tSDffe+cf9qqSqFboQ6eYPeqnWz4YjH7j2WigI3AD8C6GSnKVTU1azTawDVnwBzsbA4kAGdjbD98AjhemCc6PjrCOdLZuUnnJl3CosN8csHMbTPvzw524LVdGV1uXLvT2LZqF+tnrWTn/uOEY/y4zQfmAnv0XG5NdaANXFMmnInOCKALMAxj/3E3RhfBqa6B2BaxkW0GtGndoH2D1nUa12npK9MRr5n20NHooILoypSRV0DujsNsTtnOhlmr2HsiiwhAMFa4zgYWzUhRJ7yhV6MpK9rANeXGmehsgNFXPhSoCyiMVvmphSj2ALutdf/WTePPim8d2zK2VVjdsDixiSUBRC6Z9tj+pkGZDctzToGL/CMnObDvGPuW72DL7NWk5RYQYR4+DCwAVv9/e3fXmzQUwGH8YaM9tMiAhQWySUyMGhIX4/TSWxP9Yn4Av8pu9AvondGomS8xGYhuU4KTCY4Jbb04xaHGG2Uvx/x/yclpQkjg5qG0py3Q1lJAOSkKuPy11durc9hDLJexh1gmq1SGwC7pJfsAfuhn62v1aq1RW1msLy4vVBeWg2JQOY7j57fW77QbXqf+p9fHEeNu38a62WH7WZutJy2645giMDkB2sJGewPY0SESOQ0UcJmZ9H7kF4BrwFXswyUywAF27/ynlRjBQuDX1+q10kqpXFgqlMNyWAqLYdkUTMkP/cKs4n7j3t3W9WTz3HDEoD+k92XI3ucBvbddPjx/x9bjJp1RRIiNtY/9RwH2ZOQD4MX6o+TTLD6LyCwp4HIk0ouEzmL3yi8BDWAJG8c5YH9q/Ha/66zJzlfOV4r5cj4wZ4wxeWP80Dde4Bkv5xkv5/kAcRTHSZzEcRRHcRT/mL/t7cfjjVdXDKP7mWaz33u/OxiOiLA/KCFQ4DDWGexNvl4Cb9LtHV1sI6edAi7HJr297TI26hfTuQrkSJcoAvPYoI+AKN3+dQYb3bl0nh5ZwCNJvFqvdTMYDR5m7PuSqfdsY/euX3MY64Oj++YiR0MBlxOVLlXMYU+GltK5it1Dzk+NEAjSkcFGeXpMAr+PPaHaKw0+BuWvnacZu/RxbzL0hBv5XyjgIiKOOpFlXSIi8u8UcBERRyngIiKOUsBFRBylgIuIOEoBFxFxlAIuIuIoBVxExFEKuIiIoxRwERFHKeAiIo5SwEVEHKWAi4g4SgEXEXGUAi4i4qjvC/rkyWaoPlYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Propotional Sector Diagram\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Data to plot\n",
    "labels = 'Positive (3426)', 'Negative (4934)', 'Neutral (754)'\n",
    "sizes = [len(pos), len(neg), len(neu)]\n",
    "colors = ['lightgreen', 'orange', 'lightblue']\n",
    "explode = (0, 0, 0.1)  # explode 1st slice\n",
    "\n",
    "# Plot\n",
    "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
    "autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "plt.title(\"Sentiment Propotion On Weibo 3.11 - 4.10\")\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.4166666666666667, 0.4030612244897959, 0.4429657794676806, 0.2945205479452055, 0.3692722371967655, 0.358974358974359, 0.4057724957555178, 0.3426294820717131, 0.3935309973045822, 0.3142857142857143, 0.3646288209606987, 0.336986301369863, 0.39384615384615385, 0.37570093457943926, 0.5263157894736842, 0.27906976744186046, 0.3794642857142857, 0.3271889400921659, 0.36363636363636365, 0.2815533980582524, 0.5428571428571428, 0.43902439024390244, 0.5632911392405063, 0.45454545454545453, 0.5704225352112676, 0.2876712328767123, 0.44919786096256686, 0.38823529411764707, 0.25892857142857145, 0.26582278481012656, 0.33184855233853006] \n",
      "\n",
      "[0.5128205128205128, 0.5153061224489796, 0.4467680608365019, 0.613013698630137, 0.555256064690027, 0.5256410256410257, 0.4770797962648557, 0.5936254980079682, 0.5525606469002695, 0.5142857142857142, 0.5676855895196506, 0.5643835616438356, 0.5323076923076923, 0.5383177570093458, 0.3684210526315789, 0.6317829457364341, 0.53125, 0.5714285714285714, 0.5268065268065268, 0.6699029126213593, 1.5285714285714285, 0.4878048780487805, 0.34177215189873417, 0.5227272727272727, 0.3685446009389671, 0.6438356164383562, 0.45454545454545453, 0.5529411764705883, 0.6696428571428571, 0.620253164556962, 0.6102449888641426] \n",
      "\n",
      "[0.07051282051282051, 0.08163265306122448, 0.11026615969581749, 0.09246575342465753, 0.07547169811320754, 0.11538461538461539, 0.11714770797962648, 0.06374501992031872, 0.05390835579514825, 0.17142857142857143, 0.06768558951965066, 0.09863013698630137, 0.07384615384615385, 0.08598130841121496, 0.10526315789473684, 0.08914728682170543, 0.08928571428571429, 0.10138248847926268, 0.10955710955710955, 0.04854368932038835, 0.12857142857142856, 0.07317073170731707, 0.0949367088607595, 0.022727272727272728, 0.06103286384976526, 0.0684931506849315, 0.0962566844919786, 0.058823529411764705, 0.07142857142857142, 0.11392405063291139, 0.05790645879732739] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Daily Sentiment Propotion\n",
    "pos_daily = []\n",
    "neg_daily = []\n",
    "neu_daily = []\n",
    "\n",
    "for i in range(len(dates)):\n",
    "    pos_count = 0\n",
    "    neg_count = 0\n",
    "    neu_count = 0\n",
    "    \n",
    "    for j in pos:\n",
    "        if dates[i] in j[0]:\n",
    "            pos_count += 1\n",
    "            \n",
    "    pos_daily.append(pos_count/steps[i])\n",
    "    \n",
    "    for j in neg:\n",
    "        if dates[i] in j[0]:\n",
    "            neg_count += 1\n",
    "            \n",
    "    neg_daily.append(neg_count/steps[i])\n",
    "    \n",
    "    for j in neu:\n",
    "        if dates[i] in j[0]:\n",
    "            neu_count += 1\n",
    "    \n",
    "    neu_daily.append(neu_count/steps[i])\n",
    "\n",
    "\n",
    "print(pos_daily, \"\\n\")\n",
    "print(neg_daily, \"\\n\")\n",
    "print(neu_daily, \"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Numeric \n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "dates_list = []\n",
    "for date in dates:\n",
    "    dates_list.append(datetime.strptime(date, '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(20, 5))\n",
    "plt.title('Daily Sentiment Proportion on Weibo')\n",
    "plt.plot(dates_list, pos_daily, label=\"Postive\", color='green');\n",
    "plt.plot(dates_list, neg_daily, label=\"Negative\", color='orange');\n",
    "plt.plot(dates_list, neu_daily, label=\"Neutral\", color='fuchsia');\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Variation Trend    ---- Positive\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "pos_trend_lst = []\n",
    "for i in range(1, len(pos_daily)):\n",
    "    gnumbers = ((pos_daily[i] - pos_daily[i-1]) * 100.0 / pos_daily[i-1])\n",
    "    pos_trend_lst.append(gnumbers)\n",
    "\n",
    "dates_list = []\n",
    "for date in range(1, len(dates)):\n",
    "    dates_list.append(datetime.strptime(dates[date], '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.title('Growth Rate of Positive attitue on Covid-19 (Weibo)')\n",
    "plt.plot(dates_list, pos_trend_lst, color='green');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Variation Trend    ---- Negative\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "neg_trend_lst = []\n",
    "for i in range(1, len(neg_daily)):\n",
    "    gnumbers = ((neg_daily[i] - neg_daily[i-1]) * 100.0 / neg_daily[i-1])\n",
    "    neg_trend_lst.append(gnumbers)\n",
    "\n",
    "dates_list = []\n",
    "for date in range(1, len(dates)):\n",
    "    dates_list.append(datetime.strptime(dates[date], '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.title('Growth Rate of Negative attitue on Covid-19 (Weibo)')\n",
    "plt.plot(dates_list, neg_trend_lst, color='orange');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Line Chart - Variation Trend    ---- Neutral\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "neu_trend_lst = []\n",
    "for i in range(1, len(neu_daily)):\n",
    "    gnumbers = ((neu_daily[i] - neu_daily[i-1]) * 100.0 / neu_daily[i-1])\n",
    "    neu_trend_lst.append(gnumbers)\n",
    "\n",
    "dates_list = []\n",
    "for date in range(1, len(dates)):\n",
    "    dates_list.append(datetime.strptime(dates[date], '%m/%d/%Y'))\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.title('Growth Rate of Neutral attitue on Covid-19 (Weibo)')\n",
    "plt.plot(dates_list, neu_trend_lst, color='fuchsia');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
